
import pandas as pd
import os
pd.set_option('display.max_columns', 500)
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sb
import matplotlib.dates as mdates
import plotly.express as px
import plotly.graph_objects as go
import pickle
import re
import warnings
import datetime
warnings.filterwarnings('ignore')
sb.set_style("darkgrid")
%matplotlib inline

import plotly.io as pio
pio.renderers
# pio.renderers.default = "svg"
svg_renderer = pio.renderers["svg"]
svg_renderer.width = 950
svg_renderer.height = 550


import helpers

# To Apply helpers updates without resarting the kernel
import importlib
importlib.reload(helpers)

# # To keep track of any module updates
# %load_ext autoreload
# %autoreload2

%config InlineBackend.figure_format = 'retina'


cd ../../Filtered Data/comments_cleaned

/Users/mnagy99/jupyter/AH/YouTube_Bot_Analysis/Filtered Data/comments_cleaned


df_comments = pd.read_csv("comments_cleaned_zipped.csv", compression='zip',
                          low_memory=False, lineterminator='\n')

df_comments["p_dtime"] = pd.to_datetime(df_comments["p_dtime"])
df_comments["date"] = pd.to_datetime(df_comments["date"])
df_comments["u_dtime"] = pd.to_datetime(df_comments["u_dtime"])

print(df_comments.shape)
df_comments.head()

(2176543, 20)


df_comments.p_dtime.dt.date.min(), df_comments.p_dtime.dt.date.max()

(datetime.date(2008, 3, 26), datetime.date(2021, 12, 8))


df_comments.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 2176543 entries, 0 to 2176542
Data columns (total 20 columns):
 #   Column                Dtype              
---  ------                -----              
 0   video_id              object             
 1   comment_etag          object             
 2   comment_id            object             
 3   text                  object             
 4   username              object             
 5   author_ch_id          object             
 6   nlikes                float64            
 7   p_dtime               datetime64[ns, UTC]
 8   u_dtime               datetime64[ns, UTC]
 9   nreplies              float64            
 10  moderation_status     object             
 11  comment_reply         object             
 12  parent_id             object             
 13  author_ch_url         object             
 14  author_profile_image  object             
 15  year                  int64              
 16  date                  datetime64[ns]     
 17  month                 object             
 18  dayofmonth            int64              
 19  hour                  int64              
dtypes: datetime64[ns, UTC](2), datetime64[ns](1), float64(2), int64(3), object(12)
memory usage: 332.1+ MB


helpers.isnull(df_comments)

The number of NaNs in video_id: 0
The number of NaNs in comment_etag: 0
The number of NaNs in comment_id: 0
The number of NaNs in text: 532
The number of NaNs in username: 49
The number of NaNs in author_ch_id: 23
The number of NaNs in nlikes: 0
The number of NaNs in p_dtime: 0
The number of NaNs in u_dtime: 0
The number of NaNs in nreplies: 0
The number of NaNs in moderation_status: 2174298
The number of NaNs in comment_reply: 0
The number of NaNs in parent_id: 0
The number of NaNs in author_ch_url: 0
The number of NaNs in author_profile_image: 0
The number of NaNs in year: 0
The number of NaNs in date: 0
The number of NaNs in month: 0
The number of NaNs in dayofmonth: 0
The number of NaNs in hour: 0


df_comments.dropna(subset=['text'], inplace=True)


sum(df_comments.p_dtime != df_comments.u_dtime)

133253


for col in ['year', 'username', 'moderation_status', 'comment_reply']:
    print('The value counts of ' + col)
    print(df_comments[col].value_counts().head())
    print('\n')

The value counts of year
2020    893138
2021    792578
2018    192108
2019    118408
2016     54618
Name: year, dtype: int64


The value counts of username
Johnny Depp       15986
eHacker            8343
JOHNNY DEPP        3921
Stevie J Raw       3516
LaraCroftEyes1     3270
Name: username, dtype: int64


The value counts of moderation_status
likelySpam    2240
Name: moderation_status, dtype: int64


The value counts of comment_reply
comment    1692570
reply       483441
Name: comment_reply, dtype: int64


df_creations = pd.read_csv('daily_creations.csv')
df_creations.date = pd.to_datetime(df_creations.date)
print(df_creations.shape)
df_creations.head()

(76597, 8)


# Create an empty set of negatively commenting users
neg_users = set()


# To Load the set of negativly commented users
with open('negative_users.pkl', 'rb') as f:
    neg_users = pickle.load(f)


# Those users were checked and did not find negative comments
checked_set = {'eHacker', 'Stevie J Raw', 'DarthN3ws', "Nerdette's NewsStand", 'Sunshine', 'Binge Central',
               'Abbey Sharp', 'ko 3', 'Mary Shephard', 'Madison Beer', 'Baby Bunny', 'LadyDominion',
               'Tom Harlock', 'Gus Johnson', 'Mr. Bruhhh', 'Crypto Info 2', 'demi demi', '8-Bit Tex', 'Ty Y', 
               'Incredibly Average', 'DELCARAJO TV', 'Flashback FM','Funeral bug', 'Stranger In the Alps', 
               "Nerdette's NewsStand"}


neg_users = neg_users - checked_set


len(neg_users)

232814


df_comments.moderation_status.value_counts()

likelySpam    2240
Name: moderation_status, dtype: int64


df_spam = df_comments.query(" moderation_status == 'likelySpam' ")
print(f'{df_spam.shape[0]} contributions, on {df_spam.video_id.nunique()} Videos, made by {df_spam.username.nunique()} Users')
df_spam.head()

2240 contributions, on 353 Videos, made by 1596 Users


df_spam.username.value_counts().head(15)

Well, well, well, how the turntables    73
LaraCroftEyes1                          51
Disney Takes Huge Dix                   41
Vladimir Manosalvas IG: TheVladMan      23
k. _nf                                  21
george washington                       19
Chris Corley                            18
Muerte Anunciada                        16
Josuأ© Veguilla                         14
BobbyDuke                               14
bosnis                                  12
Sam Kresil                              12
Pommie ًںگ» Bears                       11
The Amber Heard Playlist!!              11
Lindsey Depp                             9
Name: username, dtype: int64


df_spam.text.value_counts().head(60)

#justiceforjohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               34
http://chngit/9zdwzmfwjk                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            27
#releasethesnydercut                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                21
please sign this petition to remove abuser heard from aquaman 2 over 400000 signatures so far! https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?fbclid=iwar2kn9zpj azwunc96oivouhbytonesxogxv2wlytirfkghm_0paltjuyh8                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       19
toxic feminity ! amber toxicheard the poster child for communist maoist morons oops social justice woke warriors leftists feminist democrats paid by china to destroy the western world ! these morons hate johnny depp because he refuse to help them destroy america so these morons can get some of china's sweet sperm oops money ! ha ! ha ! ha !                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              19
toxic feminity ! amber toxicheard the poster child for social justice woke warriors leftists feminist democrats paid by china to destroy the western world ! these morons wants to destroy johnny depp because he is not radical enough and not evil enough to destroy america ! if these hollywoke and morons destroy america they will get some of china's sperm oops money ! ha ! ha ! ha !                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      19
petition to remove amber heard from the next aquaman film http://chngit/jxvlthb9pd 2nd petition to revoke her title of ambassador of womens rights http://chngit/hpfgcc8t7f                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         15
please sign the petition to remove amber heard from aquaman 2: http://chngit/4rmtchbtjs                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             12
https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           11
http://chngit/6mkpvp5krm sign petition to remove amber turd from aquaman 2 http://chngit/ylgjqz2zdn 2nd petition to remove amber turd from loreal http://chngit/skt9pvzvsq 3rd petition to remove her title of ambassador of womens rights                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           8
hellomy beautiful great fans thanks for your love and supporti know you are a bit nervous that am replying to your commentfeel free to contact me on hangout app with my email deepjohnny486@gmailcom                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                8
https://wwwchangeorg/p/warner bros zack snyder s director s and tom holkenborg s score for home release e90fef07 11c6 4a9a 9ae8 375c7717dafa sign and share this guys let make it happen!! it over 167000! let make it to 1 millions                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 8
http://chngit/9zdwzmfwjk petition link                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               7
*amber is mental and creepy* schools should study her: sociopathy psychopathy narcissism borderline personality disorder                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             6
justice for johnny!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                5
# justice for johnny depp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            5
like                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 5
nice                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 5
check this out guys https://wwwyoutubecom/watch?v=ash2zeresba where amber heard severed johnny depps finger new audio leak daily mail but in this one is a brief one with subtitle \r also check johnny''s official new instagram!!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                5
https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?redirect=false                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             5
she has bpd many therapists and pychologists have even even done videos to this she is classic borderline she is needy and insecure and has mood swings based on how she grew up and was raised and he core stems from fear rejection abandonment and has issues with emotional deregulation and was never given skills to know how to express herself she needs help but she is a true borderline understand the core content of a borderline is nothing like someone's with narc traits at all she clings to him and she needs him to not leave her in the middle of fights and she needs him to talk to her or she gets anxiety those are borderline issues steming from her fear of him leaving her in an argument so she doesn't know how to emotionally react properly and it triggers her fears she is a borderline not a narcissist even though traits overlap her core content is fully anxieties fear depression and anger cuz shes insecure and fearful and scared a lot and depp has narc traits that's why there are this way together                                                                  4
http://chngit/yv5kvspg9x #justiceforjohnnydepp please check out the articles and sign the petition! stop amber heard from profiting off of real abuse victims and their stories!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     4
#timesupforamber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     4
lieyer amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         4
new tape surfacede: amber heard ridicules johnny depp for claiming he is a victim of domestic violence in an explosive tape recording obtained by dailymailcom telling the pirates of the caribbean actor: 'see how many people believe you' https://wwwdailymailcouk/news/article 7966723/amber heard ridicules johnny depp claiming hes domestic violence victimhtml                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               4
the girl that cried wolf                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             4
she is so beautiful                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  4
amber slept with elon musk while married he bought out the media to protect her and treats his employees bad too scandal                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             4
cool                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 4
http://chngit/sv9hxvygv4 #justiceforjohnnydepp please check out the articles and sign the petition! stop amber heard from profiting off of real abuse victims and their stories!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     4
like i mentioned mobile phones are the best way to know if someone is cheating on you if you go through a cheater's mobile phone there will be definite proof of all their activities you will know for sure however cheaters are clever and conscious if someone is cheating on you obviously they wouldn't just give you their phone that easily and they surely aren't going to let you check for the phone data whenever you want therefore you need a clever way to get all their phone activity without them ever finding out i have one such way for you that is smart efficient and well hidden there's a hacker called cybermicheal1995@gmailcom that dude is fucking good when it comes to how to hack a phones messages and voice call of others without them knowing he helps me hack my cheating husband's messages within a couple of hours without him knowing tho i doubted him maybe is this possible or not until i give a try and the result was massive i saw all my cheating husband's messages and got hourly updated whenever he make voice calls you guys can try him and thank me later     4
you know what i think? that if they get amber heard off aquaman 2 as mera the ideal actress to replace her would be deborah ann woll now that the daredevil series was canceled they should pick her for mera's character i think she would be perfect don't you think so?                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           4
#realeasethesnydercut                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                3
amber heard absolutely slays as mera!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                3
*we are reopening the camp **campforestgreencom*                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     3
for all your latest kim kardashian & celebrity news subscribe splash news tv click here now: https://googl/jalp0u make sure to leave a like and we want to hear your comments! share with friends!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   3
obtuve una tarjeta de google play con un cargo de $ 100 gratis ًںکƒ en segundos sin descargar ningأ؛n software ًں’¥ ahora puede recibir las tarjetas de google play write fأ،cilmente escriba en google bik4oz âڑ، e ingrese la direcciأ³n del sitio                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 3
dear people please don't waste your time watching this stuff find something more constructive to do with your time like reading the national sunday law book that says someday soon you will have to choose between god's seventh day sabbath (which is saturday) or sunday which is a totally man made day of rest with no biblical authority you can read it for free at wwwreg6com (no registration required)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     3
the petition https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               3
as atheists we should support amber heard in her humanitarian work life and in hollywood! she is a united nations human rights champion leader and activist!: https://wwwchangeorg/p/amber heard supporters we support amber heard in aquaman 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      3
hi guys please check out and share our #jonnydepp playlist (2 parts) discussing amber heard'0s motion to dismiss https://wwwyoutubecom/playlist?list=plfxnmnpf7kh_yfe9gun_1txjlvavmg_rt                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              3
thank you for this video                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             3
a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp5004@gmailcom god bless you and to thank you once again for the love and support â‌¤ï¸ڈâ‌¤ï¸ڈâ‌¤ï¸ڈâ™¥ï¸ڈâ™¥ï¸ڈ                                                                                                                                                                                                                                                                                                                                                                          3
amber heard the pin up girl for social justice woke warriors leftists feminist democrats and intersectional feminists ! yes you heard me amber heard is loved by the social justice woke warriors leftists feminist democrats and intersectional feminists ! toxic feminity ! and she gets away with it without having to pay for anything after ruining johnny depp's life ! yup that's social justice woke warriors leftists feminist democrats and intersectional feminists for you ! ha ! ha ! ha !                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              3
petition to remove amber heard from aquaman 2 http://chngit/6mkpvp5krm  2nd petition to revoke her title of ambassador of womens rights http://chngit/tj9zqwts9c                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     3
that's toxic femininity so sad                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       3
she has bpd her core stems from fear rejection abandonment anxiety and needs reassurance and he has narc traits which is why they are this way together end of story                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 3
video shows 'amber heard beat up her sister whitney' high court told https://wwwyoutubecom/watch?v=gtohsqydix0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       3
https://wwwyoutubecom/watch?v=l8qqxzyj8ws                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            3
atlantis is in mauritania africa                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     3
*she is mental and creepy* schools should study her: sociopathy psychopathy narcissism borderline personality disorder                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               3
https://wwwchangeorg/p/warner bros zack snyder s director s and tom holkenborg s score for home release e90fef07 11c6 4a9a 9ae8 375c7717dafa                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         2
https://amznto/2zniolj free 10000 vbucks                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             2
the most embossed series of phone installers ًںک·ًںک±ًںک±with the following link https://getcryptobrowsersite/8302508                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                2
http://chngit/wtcnfq8zms heres petition for booting amber from aquaman 2  http://chngit/hpfgcc8t7f this petition is to revoke her title of ambassador of womens rights please sign and pass this around                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              2
wtf                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  2
4 petitions on change org: https://wwwchangeorg/p/american civil liberties union aclu revoke your title of ambassador for women s rights from amber heard https://wwwchangeorg/p/united nations development programme remove dishonorable amber heard from 9th annual social good summit 2018 https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 https://wwwchangeorg/p/l or%c3%a9al remove amber heard as l or%c3%a9al spokeperson                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           2
i'm over it fuck amber heard cancel dc #justiceforjohnnydepp i want depp go and get marvel he could be gambitif they don't change it i'm not gonna watch it aquaman 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                2
oh yeah nahui                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        2
phأھ                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 2
Name: text, dtype: int64


pos_text = {'love amber', 'stand with amber', 'standwithamber', 'support amber', 'supportamber', 'justiceforamber', 
            'johnnydeppisawifebeater', 'boycottwomenbeaters', 'wearewithamber', 'justice for amber', 
            'istandwithamber','wearewithyouamber', 'amber heard is innocent', 'amber is innocent','support her'}


df_pos = df_comments[df_comments.text.str.contains('|'.join(pos_text))]
print(f'{df_pos.shape[0]} contributions, on {df_pos.video_id.nunique()} Videos, made by {df_pos.username.nunique()} Users')
df_pos.head(2)

3564 contributions, on 1166 Videos, made by 2787 Users


df_pos.username.nunique()

2787


df_pos.text.value_counts().head(60)

i love amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            47
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           36
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights *dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard*\r *you are enabled by a tech industry that's as harmful the pre civil rights era with less laws than brick and mortar*                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  26
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights *dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard* *you are enabled by a tech industry that's as harmful the pre civil rights era with less laws than brick and mortar* humans do not comment the same over 120000 times!!!!!!!!!!!!!!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   23
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights *dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard* *you are enabled by a tech industry that's as harmful the pre civil rights era with less laws than brick and mortar* humans do not comment the same over 100k times!!!!!!!!!!!!!!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     15
the film director blocked me on instagram bc i said that i don't want to support amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            15
i love amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      13
love amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              13
it is a disinformation operation and influence operation using social bots amber heard is innocent and she needs data scientists                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        12
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard you are enabled by a tech industry that's as harmful the pre civil rights era with less laws than brick and mortar humans do not comment the same                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         10
#justiceforamberheard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   10
amber heard is innocent                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 10
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights *dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard* *you are enabled by a tech industry that's as harmful the pre civil rights era with less laws than brick and mortar* humans do not comment the same!!! spam is abusive!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  9
as atheists we should support amber heard in her humanitarian work life and in hollywood! she is a united nations human rights champion leader and activist!: https://wwwchangeorg/p/amber heard supporters we support amber heard in aquaman 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          9
i love amber!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            8
amber heard the poster child for communist maoist morons oops social justice woke warriors leftists feminist democrats paid by china to destroy the western world ! these morons oops sjws all love amber heard the poster child for toxic feminity ! ha ! ha ! ha !                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     8
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights *dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard\r*\r *you are enabled by a tech industry that's worse than the pre civil rights era*                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      7
justice for amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        7
justice for amber heard! women should not put other women down blacklist and ban jd in everything i'm sick of rich men who plays the victim card give him an oscar for the role!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         6
watch this https://wwwyoutubecom/watch?v=leslqumqfm0 \r carnt you see she is not making this up she is trying not to cry #justiceforamberheard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           6
justice for amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  6
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights *dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard* *you are enabled by a tech industry that's as harmful the pre civil rights era with less laws than brick and mortar* humans do not comment the same!!! spam abusive!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     6
justice for amber ًں”±                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   6
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights *dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard* *you are enabled by a tech industry that's as harmful the pre civil rights era with less laws than brick and mortar*                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     5
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard\r you are enabled by a tech industry that's worse than the pre civil rights era                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            5
the director of the film 'gully' blocked me on instagram for saying that i do not support amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    5
we should support amber heard in her humanitarian work charity and entertainment! we created this petition to support her in aquaman 2 and life! please sign and share: https://wwwchangeorg/p/amber heard supporters we support amber heard in aquaman 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                5
if your reading this please go and wach the amber heard is innocentdocumentary i know you wanna believe johnny but these videos are biased and you've got to change perspective at least once to make up your mind!! please just take a look and maybe consider that none of them are innocent                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           5
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights *dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard\r*\r *you are enabled by a tech industry that's as bad as the pre civil rights era*                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       5
love amber!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              4
i truly hope we are all on board with boycotting both aquaman 2 and fantastic beasts wb does not care for their audience but they love our wallets they don't believe us to be a threat in any way and i'd love if we all proved them wrong they have shown and written they will not fire or replace that abuser they fully support her do not follow media articles or click on articles that talk about jd failing as they want you to believe do not click on articles that support the abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       4
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights *dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard* *you are enabled by a tech industry that's as harmful the pre civil rights era with less laws than brick and mortar* humans do not comment the same over 120000 times!!!!!!!!!!!!!!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    4
all the boys love amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            4
we support amber heard!! the full audio is on incredibly incredible's channel created october 22 2020 and posted after amber won in the uk with judge nicol validating 12 assaults against her because we are incredible to support women and not be deceived by false discrimination online it has a red logo with a black fist #savelives                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              4
i love amber heard!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      4
i support amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    3
quick first note *riley keough* would make a great replacement for aquaman 2 *mera* character the gender bias is strong with amber heard had she been a man he would of been fired asap wait it did happen the actor's name is johnny depp he was dismissed/fired and lost future projects due to amber heard's false allegations/accusations his reputation took a huge hit and his name was defamed to the highest degrees for a womans greed the fact that so many people still support amber heard after all the audio leaks we've heard and videos (deposition being 1 of them) totally baffles me this is a perfect example of elitist gender bias women must be believed at all cost because it's pc and men need to be destroyed without due process whatever happened about innocent until proven guilty? the courts need to treat amber heard the same way they would treat a man and send a clear message that this is totally unacceptable and there's consequences for women just as same as for men she deserves to be fired and lose future projects just like her false accusations hurt johnny depp's career and loss of potential future projects he had going so therefore since she is the proven abuser and even manufactured false evidence based on her lies so now that the truth is out she should be treated as such and be put through the grinder just like johnny was due to her false accusations amber heard has hurt true victims of abuse and assaults because people like her using the victim card/system/powers of must be believed at all cost before any investigations is started it takes just an accusation to destroy a mans life and career so much so that when the evidence proves without any doubts that the man was innocent from the start and the woman played the victim card to forward her agendas by then it's too late the damages to the mans reputation/good name are done this is why amber heard needs to get prosecuted to the full extent of the law in both criminal and civil courts in order to send a clear and loud message that these kind of actions will not only be tolerated and must come with severe consequences no matter how high their ivory towers are     3
i will be happy if emilia replaces amber amber had gone greedy & shes a goldigger i love amber but i'm on johnny depps side amber needs to be punished just lose one movie aquaman 2 give every1 that punishment for amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               3
i love amber heard so much                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               3
i support amber heard!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   3
i love amber!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           3
support amber heard's life with social network analysis needed 28k new accounts on twitter in 2020 & 13k new accounts on reddit in 2019 they are still using high volumes at bots at internet research agency/blackcube/psy group specializations levels it's really sad that we are the only ones helping her they are trying to ruin numerous juries i can only hope that we can get some credible scientific evidence many of these technology people have never heard of amber's struggles online multiplatform analysis shows in election bots for 2016 french 2017 and numerous others that they'll astroturf reddit and youtube before twitter's highs please keep talking about this and supporting amber heard it's suppressed and it's possible that it's in her own network suppressing her amber heard should have a long and amazing life                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   3
#wearewithyouamberheard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  3
how long was she married to himone year? one year of marriage and she wants spousal supportpppfffsssttt!!!! i could see spousal support if she was married to him for several years and stopped working to support him and take care of him while he worked but one year of marriage and she was still working during their one year of marriage plus she wants spousal support from someone whom allegedly beat her? please!!! she can work and support herself!!!! no respectable woman would want spousal support from a man whom allegedly beat her!!! they would just want to be done and away from him hopefully johnny learned his lessonget a pre nup!!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        3
#justiceforamber against the straight white male women beater depp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       3
i love amber so much                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     3
i love amberthank you to your wife for giving amber your jacketso much love                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              3
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights *dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard* *you are enabled by a tech industry that's as harmful the pre civil rights era with less laws than brick and mortar* humans do not comment the same over 120000 times!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      3
love amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         3
to people who support amber: i'm guessing you support people who lie? i'm also guessing you never read the evidence or watched the evidence where she abused him? i believe you are an abuser to men too i believe you think men can't be victims the reason he was taking his anger out on inanimate objects was his mother had died and he had his money stolen from him instead of comforting him amber sat there recorded him and laughed i'm pretty sure if you had lost someone you loved you would be just as mad he never laid a finger on her during the relationship the only time he did it was in self defense from abuser amber if you also looked at the evidence you would read that amber had abused her former lovers if you read the evidence on johnny you would read that he was never abusive too any of his lovers seriously do your research hope you know that almost everyone will be on johnny's side and will always be on his side                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           2
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights *dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard* *you are enabled by a tech industry that's as harmful the pre civil rights era with less laws than brick and mortar* humans do not comment the same over 100k times!!!! spam is abusive!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 2
it's a lie amber is innocent and deserves better treatment                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               2
amber heard is innocent https://youtube/qnuls324fww                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      2
io saw amber's injuries in person including blood on a pillow of amber's io heard her screaming involuntarily for help we support amber heard and her life                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               2
i love amber â‌¤                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         2
if amber has million number of fans i am one of them if amber has ten fans i am one of them if amber have only one fan and that is me if amber has no fans that means i am no more on the earth if world against the amber i am against the world i love amber till my last breath die hard fan of amber heard ًںک‡                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      2
we support amber heard! we also support her in aquaman 2 and created this petition in support of amber: https://wwwchangeorg/p/amber heard supporters we support amber heard in aquaman 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                2
the simplest explanation occam's razor you fools seem to have forgotten such simple logic elon musk defended hear not because they were collaboratively plotting to destroy depp but because amber used her relationship to make elon support her we know amber abused depp it makes sense she would play the same pity party act to get elon on her side if they did have an affair two facts remain: 1) elon does not have a history of attacking women violently 2) amber does have a history of being abusive and lying                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              2
i love amberًںکچًںکچًںکچ                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 2
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights *dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard* *you are enabled by a tech industry that's as harmful the pre civil rights era with less laws than brick and mortar*                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     2
Name: text, dtype: int64


pos_users = list(df_pos.username)


'Worldie - Social Media for Good' in pos_users

True


'Christina Taft' in pos_users

True


# KYS is an internet acronym standing for “kill yourself
all_threat = {'deathto', "death to fascists", "death to mera", "death to all narcissistic", "social death to", 
              "professional death", "death to femnazis", "death to those people", ' go die', 'die cunt', 
              'kill heard', 'kill amber', 'kill her', 'kys fuck you amber', 'deserve', 'jail', 'prison', 
              'pay for her crimes', 'if she wants assault she well get it', 'death to a turd', 'amberfbi',
              'death to anybody not supporting johnny', 'kiss of death', 'death amber', 'go kill yourselves',
              'kill all the people who disliked', 'to hell', 'tohell', 'in hell', 'inhell', "who the hell is",
              'burn her', 'burn turd', 'her burn', 'isacriminal', 'amberfbi', 'pay for her crime'}


df_threat = df_comments[df_comments.text.str.contains('|'.join(all_threat))]
print(df_threat.shape)

(53640, 20)


# exclude all the users with positive comments
df_threat = df_threat[~df_threat.username.isin(pos_users)]
print(f'{df_threat.shape[0]} contributions, on {df_threat.video_id.nunique()} Videos, made by {df_threat.username.nunique()} Users')
df_threat.head(2)

49162 contributions, on 2905 Videos, made by 35476 Users


df_threat.to_csv('threat_comments_zipped.csv', compression="zip", index=False)


# df_threat = pd.read_csv('threat_comments_zipped.csv', compression="zip", 
#                         low_memory=False, lineterminator='\n')
# print(f'{df_threat.shape[0]} contributions, on {df_threat.video_id.nunique()} Videos, made by {df_threat.username.nunique()} Users')
# df_threat.head(2)


df_threat.text.value_counts().head(60)

she should be in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              54
she needs to go to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    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i hope she goes to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      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put her in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    31
shes using the child to avoid jail and get support to be on aquaman 2!ًںک،ًںک،ًںک،ًںک،ًںک،ًںک،ًںک،                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         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go to hell                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         27
she deserves it                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    24
she should go to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              23
she should be in prison                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  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burn in hell                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       19
this stupid crazy woman should get to jail!!! for doing this to jonny! she just wanted the fame! she did not even gave tthe monney he gave her to charrity as she said she would! she is a liar! and even jonnyآ´s exes stood up for him! he never raised his hands against them! he is such a sweetheart! all her claims are fals!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             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i hope she gets what she deserves                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  16
she deserves jail time                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             16
#justice for johnny prison for heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               16
they have proof that she was the one being violent proof that she got makeup done to make it look like bruises proof that jd was the only one who had physical abuse and proof that jd is completely calm while she is trying to get a rise out of him because she wants to fight and he doesn't and proof that she was actively trying to ruin his career because she is a psychotic person who can't stand being dumped by a man!!! how is this still a question on who's the abuser?! how has this case not been solved? how is her career thriving while his is ending? all of his ex's came forward to tell everyone that jd was never abusive to them and always kind! how with all of this proof is she still the victim?! how has she not lost the case yet?! i'm completely baffled! this is the most ridiculous thing i've ever heard and seen! she is nothing but a complete and total psychopath who gets off on ruining the lives of anyone who dare try to get her out of their lives! she not only gets off on it but absolutely loves watching her lies destroy innocent people! she has no regard for anyone's life but her own! if it were possible for her to get away with she would have killed him and even then with the way this bs case is going she might have gotten away with that too!!! she is absolutely loving this! i can't believe that someone can be soooo damn twisted disgusting psychotic towards someone who gave them nothing but love! she deserves to have the exact same done to her! she deserves to lose everything and more! someone needs to beat her a$$! she is an absolute disgusting waste of flesh oxygen and space who needs to be taken down! she cannot just do this to a beloved innocent kind man! johnny's only fault was marrying this pos! she is a truly horrifying psychopath who now knows she can get away with something this disturbing so this makes her even more dangerous! future victims beware because there are absolutely going to be more victims! please for the love of god someone take her down and give her a taste of her own psychotic medicine!!! take her down before she can do this to anyone else! she has been proven to be a big fat liar many times! she says herself how she got the bruises painted on her face to screw him over! she is disgustingly toxic and manipulates him into thinking he's at fault too! #freejohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     16
jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               15
they deserve each other                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            15
she needs to be in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            15
hope she goes to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        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go to hell amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   15
this case is going to be exemple for all men who suffer for abuse women we have to fight for men rights against domestic violence we are losing the freedom of communication!!! hope his team will be loyal until the end as rupert murdoch the owner of sun talkradio and many other newspapers and media companies he is a very influential and powerful man in europe maybe in america is well his position put him a predator and nowadays people do anything even kill their own family for money it is published by the news group newspapers division of news uk itself a wholly owned subsidiary of rupert murdoch's news corp since the sun on sunday was launched in february 2012 the paper has been a seven day operation judge andrew nicol's son robert palmer works @ talkradio uk talkradio employs dan wooton who wrote the article jonny deep sued for libel (sun and talkradio belong to rupert murdoch's news corp) judge andrew nicol controversial cases innocent judget guilty and after many years innocented by appel trial mr david sellu november 2013 justice nicol was the judge in the trial of consultant surgeon david sellu in november 2013 sellu was found guilty of gross negligence manslaughter following the death of a patient under his care he served 15 months imprisonment of a 30 month sentence[4] after release sellu's appeal against the conviction was successful in 2016[5] the grounds for success were that justice nicol had failed to instruct the jury properly with regard to the meaning of the charge[6] the jury had returned to court before reaching their verdict seeking further guidance which was not forthcoming from justice nicol[7]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          15
he deserves better                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 13
give johnny depp what he 100% deserves jack sparrow and hollywood he is a legend and good heart gentleman and please never ever take him down again thank you open world and all of the good heart people                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          12
one pays for one's decisions he got what he deserved he should have thought twice before ruining his wonderful family and life for amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           12
johnny deserves justice                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  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she belongs in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      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go to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         11
johnny depp deserves better                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              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thanks must be given to the sun for ensuring the entire world knows the truth and integrity of johnny depp and ensuring that her future case is now doomed along with her reputation and entire career oh and her future stay in prison for perjury extortion blackmail domestic violence plotting and conspiring with friends to stab him fabrication of evidence falsifying documents to us homeland security us immigration and australian government ps please go to change org to sign and share petition against ah being in aqua man ii it's the least we can do                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            11
you get what you deserve                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 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amber heard should be in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       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hope his team will be loyal until the end as rupert murdoch owner of sun talkradio and many other newspapers he is a very influential and powerful man in europe maybe in america is well nowadays people do anything even kill their own family for money it is published by the news group newspapers division of news uk itself a wholly owned subsidiary of rupert murdoch's news corp since the sun on sunday was launched in february 2012 the paper has been a seven day operation judge andrew nicol's son robert palmer works @ talkradio uk talkradio employs dan wooton who wrote the article jonny deep sued for libel (sun and talkradio belong to rupert murdoch's news corp) judge andrew nicol controversial cases innocent judget guilty and after many years innocented by appel trial mr david sellu november 2013 justice nicol was the judge in the trial of consultant surgeon david sellu in november 2013 sellu was found guilty of gross negligence manslaughter following the death of a patient under his care he served 15 months imprisonment of a 30 month sentence[4] after release sellu's appeal against the conviction was successful in 2016[5] the grounds for success were that justice nicol had failed to instruct the jury properly with regard to the meaning of the charge[6] the jury had returned to court before reaching their verdict seeking further guidance which was not forthcoming from justice nicol[7]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            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they have proof that she was the one being violent proof that she got makeup done to make it look like bruises proof that jd was the only one who had physical abuse and proof that jd is completely calm while she is trying to get a rise out of him because she wants to fight and he doesn't and proof that she was actively trying to ruin his career because she is a psychotic person who can't stand being dumped by a man!!! how is this still a question on who's the abuser?! how has this case not been solved? how is her career thriving while his is ending? all of his ex's came forward to tell everyone that jd was never abusive to them and always kind! how with all of this proof is she still the victim?! how has she not lost the case yet?! i'm completely baffled! this is the most ridiculous thing i've ever heard and seen! she is nothing but a complete and total psychopath who gets off on ruining the lives of anyone who dare try to get her out of their lives! she not only gets off on it but absolutely loves watching her lies destroy innocent people! she has no regard for anyone's life but her own! if it were possible for her to get away with she would have killed him and even then with the way this bs case is going she might have gotten away with that too!!! she is absolutely loving this! i can't believe that someone can be soooo damn twisted disgusting psychotic towards someone who gave them nothing but love! she deserves to have the exact same done to her! she deserves to lose everything and more! someone needs to beat her a$$! she is an absolute disgusting waste of flesh oxygen and space who needs to be taken down! she cannot just do this to a beloved innocent kind man! johnny's only fault was marrying this pos! she is a truly horrifying psychopath who now knows she can get away with something this disturbing so this makes her even more dangerous! *future victims beware* because there are absolutely going to be more victims! please for the love of god someone take her down and give her a taste of her own psychotic medicine!!! take her down before she can do this to anyone else! she has been proven to be a big fat liar many times! she says herself how she got the bruises painted on her face to screw him over! she is disgustingly toxic and manipulates him into thinking he's at fault too! she made herself seem irresistible to him made him think she was the perfect woman lied her way into the relationship manipulated him into the relationship she never loved him she is incapable of loving anyone but herself she pretended to love him to get him to marry her! i know women like her i have seen exactly this situation many times psychotic women who try to ruin a mans life when the man gets tired of them and tries to leave the relationship and these psychotic women will not just let them leave the relationship oh no how dare they try to leave them they will pay for it i've seen them literally hit themselves in the face and then call the cops and blame the man getting him arrested and then try to turn around and get him back by manipulating him into thinking it was his fault too! she tried to make herself seem innocent and sweet during interviews about the abuseshe is so despicable dangerous disgusting a lying tw@$ everything about her screams abusive liar fake psychotic who needs to be heavily medicated and locked in a padded cell! plus she has a domestic violence record!!!! jd does not! wtf is wrong with people?! #freejohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              10
thanks to the sun for ensuring the entire world knows the truth and integrity of johnny depp and ensuring that her future case is now doomed along with her reputation and entire career oh and her future stay in prison for perjury extortion blackmail domestic violence plotting and conspiring with friends to stab/kill him fabrication of evidence falsifying documents to us homeland security us immigration and australian government ps please go to change org to sign and share petition against ah being in aquaman 2 it's the least we can do                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        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rot in hell                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              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you get what you fucking deserve                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         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amber can go to hell                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               10
the entire point of life: jesus did not come to be served but to serve mathew 20: 28 we are no different this entire life is a representation of the spiritual warfare going on good vs evil god isn't a flying man in the sky but the actual representation of love hope joy peace light etc not metaphor but literally like an extra demintional wavelength of thought emotions and intent the devil is the opposite wavelength pain fear hate anger darkness etc human life is serving one of these two not a man in the sky actual sentient collective universal love however humans are primatives we make mistakes it's in our nature since the fall to go down the wrong path this means at some time each one of us has served darkness to some degree god understands our limited understanding of our own actions so he gave us forgiveness though sacrificing himself in human form as jesus christ it is our duty to accept that sacrifice get the forgiveness and be better helping others be better and spreading this wavelength of love hope joy peace light etc thoughout the universe but god had to make a way for us to get to this place spiritually this is why evidence is not allowed evidence will make you believe using the fear of absolute punishment to change your behavior but that won't make you better just scared faith makes you better it is what redeemes us not our works faith is the hope that things get better that justice always prevails that we are at least loved by our creator but it has to be faith in jesus because of his sacrifice and there can't be evidence to point us to him because love had to be fair if there were a code in our dna what about everyone born before genetic sequencing? if there were a book with the solar system thosands of years ago what would stop an evil person from hiding/destroying it? if it were something you had to go to what about the geographically isolated imprisoned or enslaved if it were a train of logic what about the uneducated or mentally slow? not to mention all the people born before schools love cannot give to one without giving to the other so the key to salvation had to be something everyone has access to the only thing is faith this is why god puts it upon your heart to learn about these things even if it's only to criticize or hate god is everywhere because love is everywhere and so is the devil because hate is everywhere they are in your head all the time regardless of weather or not you accept that they whisper inside your heart giving you ideas but more than that they are inside everyone's heart this is how they get things done they corrordanate us like pieces on a chess board the only difference is we get to chose who's side we are playing for at the end of our life we go to that team's home base heaven or hell a place where all that exists is those wavelengths hate pain anger fear darkness; or love hope joy peace pleasure light the choice is yours to make but you cannot go to heaven with hate in your heart you must forgive repent and spread joy for those around you these are sentient eternal controlling forces in our universe heaven and hell are very real places i've seen them those steps prime your soul for a meeting with god very literally once you've done all four in that order you get divine revelation with all the evidence you'll ever need they are forgive your parents brake down before jesus ask for forgiveness and read the bible step four takes three books to get the revelation i recommend genesis mathew and then either luke psalms or proverbs the order of the steps is important step 1 has to come before step 3 i can state that for an absolute certainty that these steps always work please take your salvation seriously see for yourself do those steps jesus christ is lord it's all true                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  10
she deserves jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   9
she should be jailed                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         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she deserves to be in prison                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        9
johnny deserves better                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       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wahahahaha these self absorbed celebs think they are special so they create an image of eccentricy so they feel they are a cut above the rest and play victims they both deserve each other whahahahahah                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            8
she deserves prison                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 8
i hope she gets what she deserves after that                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        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she needs to go to to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          8
she deserves to be in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        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jail her                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            8
this deserves more recognition                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      8
johnny depp deserves justice                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        7
#devilwoman #jailamber #queenofstupid #freetheinnocent #justiceforjohnny                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            7
let's drown her before we burn her     johnny depp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  7
she is going to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                7
its not real he isnt in jail this guys is making shit up and saying hes in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              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deserved                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     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now no ones gonna watch her shameless and cheapest gold digger ever seen hey film industries directors producers don't waste your money in making a film with her because no ones gonna watch it she doesn't ever deserve our hatred she is just nothing we all support johnny we all love you johnny !!!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         7
good she deserves it                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         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god is good all the time is good please repent god is coming repent god is coming god loves you and he cares about you and he does not want you to go to hell i do not want you to go to hell he loves you so much repent and ask for forgiveness god is coming rapture is coming jesus is coming jesus came as a lamb 2000 years ago to die on the cross of calvary for our sins now he will come as a lion and he will take his people and he will leave the unbelievers disobey as i did not obey his laws but not obey his word he will leave them and they will suffer the apocalypse please do not worship satan do not listen to satan's whispers do not listen if your flesh and satan is telling you oh you should say oh you should do this ignore it ignore it you should not allow satan to take over your life please surrender and give your life to jesus christ god loves you and wants the best for you please pray for forgiveness and repent i recommend you to watch lion of judah this youtube channel will inspire you to strengthen your life with jesus you to put your faith love and trust into jesus not for what he will bless you and not for what he will give you not for what benefit you but you love him for him just as he loves you for you he did on the cross and rose from the dead 3 days later for you didn't have to be nailed but he chose to be nailed for you and even before before the apocalypse come he was an angels he will send his profits to preach the word of god that's how much god wants you to saved he wants you to be safe so much that he took the extra measure to die on the cross for our sins and he also took the extra measure to make sure before he comes he will send prophet and angel still preached the word and show miracles do incredible miracles because it says in revelation and anybody that will insult will do bad things fire will come out of their mouth and devour them please god loves you he does not want you to suffer the apocalypse he said he will not make it rain fire nor will he make the world flood please listen to him listen to god not satan listen to god not satan listen to god not satan satan is terrible he is bad he is stupid he is revolting and disgusting but god god is the opposite he is all merciful loving he's great he is all powerful all worship and i praise to god jesus christ so powerful he's all merciful he loves you he's on the post it on the present and on the science guy god is the great god god is good all the time god is good god is good god loves you he cares for you satan did nothing for you he hates you but god loves you love god god deserves all the worship in the world know any who what where when how can come to compare to jesus christ nothing and i said nothing no one no thing no whatever no one is compared to god in the whole universe god is the creator of the universe god created everyone and he created you he created gold and he created everything ok!do not worship anything else than god i say do not worship anything else that jesus christ of nazareth surrender your life to the holy spirit surrender and give your life to the holy spirit because the holy spirit wants to bless you with the knowledge and understanding so you can preach the word so you can tell so you could inspire your loss brothers and sisters to give their life to christ if anybody tells you different ignore that ignore them because they do not believe please god loves you god is coming we may not have a 2022 we may not have a 2023 believe in what i'm saying please listen to god give your life to god and surrender your life and your soul your spirit and your heart to god jesus christ and the holy spirit because the holy spirit wants to bless you and give you everything god does not want his children to suffer god wants you to prosper ok god wants you to prosper please listen to what i am saying do not put your faith and trust me i speak for god i speak with god i do not speak against god i will never speak against god ike will speak for god i am a soldier of christ and i fight for christ and we are in the spiritual warfare please put the full armor of god if you do not remember the whole armor of god put on christ because he has peace because he is righteousness because he's everything that you need he is a shield of faith put on christ love christ surrender your life to jesus christ do not put your faith and trust in me put your faith and trust in the lord god is coming give your life to him while you have time i speak for christ i fight for christ i will never fight against christ i will never fight christ i will fight for christ and i will fight by and i will fight with christ be like you know be like a lighter they walked with christ with faith they did not walk ahead they did not walk behind they do not walk after they do not walk before they walked with christ and faith and they walked by christ and faith give your life to god worship and surrender to god do not put your faith and trust in me put your faith and trust in the lord for god is coming he loves you please please please your time is running out god loves you and so do i does not want you to go to hell god loves you and he cares about you please repent and ask for forgiveness all these false religions and false god's are wrong like muslim religion buddhism they are all wrong attack me if you like i speak the truth god almighty heavenly father should be your god not satan not allah but god and jesus christ should be your savior not muhammad?!remember gods not dead he's surely he's living inside roaring like a lion     7
why isn't she in jail?                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       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she needs to go to prison                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           7
Name: text, dtype: int64


threat_daily = df_threat.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ncomments')

print('\nNote: The Peaks on Feb, July, Dec 2020\n')
title = 'A Heat Map for the Negative Comments'
helpers.facet_heat(threat_daily, title, n_col=5, vmax=1000)

Note: The Peaks on Feb, July, Dec 2020


threat_dates = df_threat.groupby(['date']).agg({'text':'count', 'nlikes': 'sum', 'nreplies': 'sum'}).reset_index(
).rename(columns={'text':'ncomments'}).sort_values('ncomments', ascending=False)

threat_dates.head(15)


helpers.bar_peaks(threat_dates[['date', 'ncomments']].head(2), 
                  'Threat Comments Peak Dates')


# To Load the dictionary of negative text    
with open('negative_text.pkl', 'rb') as f:
    neg_dict = pickle.load(f) 
    neg_text = set(neg_dict.keys())


neg_text = neg_text | all_threat


neg_text = neg_text | {'narcissist', 'cancelamber', 'cancel amber', 'amber sucks', 'hate amber heard', 'scamber', 
                       'boycott amber', 'amber heard sucks', "i remind that amber heard craped on jonny depp's bed",
                       'amber heard is trash', 'deleteamber', 'delete amber', 'amber heard is a monster'}


neg_text

{' death',
 ' death ',
 ' go die',
 ' raped',
 '#fuckamberheard',
 '50 million',
 '7 million',
 '@amberheard fuck you',
 'abus',
 'abuse',
 'abuser',
 'abusing',
 'aggressive',
 'aggressively pull',
 'alcoholic',
 'amber abus',
 'amber heard abus',
 'amber heard is a monster',
 'amber heard is trash',
 'amber heard sucks',
 'amber lunge',
 'amber sucks',
 'amber turd',
 'amber-heard-abus',
 'amberfbi',
 'amberheardisaliar',
 'amberheardisanabuser',
 'amberheardisanabuserandliar',
 'amberisanabuser',
 'ambertheabuser',
 'amberturd',
 'assault',
 'assaulted johnny',
 'beaten',
 'beaten up',
 'because she is a woman',
 'because she’s a woman',
 'bitch',
 'boycott amber',
 'boycottamber',
 'boycottamberheard',
 'bullshit',
 'burn',
 'burn her',
 'burn in hell',
 'burn turd',
 'burninhell',
 'cancel amber',
 'cancelamber',
 'change.org',
 'clawing',
 'clown',
 'cunt',
 'death',
 'death amber',
 'death to a turd',
 'death to all narcissistic',
 'death to amber',
 'death to anybody not supporting johnny',
 'death to fascists',
 'death to femnazis',
 'death to mera',
 'death to those people',
 'deathto',
 'deathtoamber',
 'delete amber',
 'deleteamber',
 'deserve',
 'deserves it',
 'die cunt',
 'diecunt',
 'disgusting',
 'domestic violence',
 'expos',
 'exposing her ass',
 'exposingamberheard',
 'fake victim',
 'felony',
 'fire amber',
 'fire her',
 'fireamber',
 'fireamberheard',
 'fireamberheardfromaquaman',
 'fired',
 'fuck  amber',
 'fuck @amberheard',
 'fuck amber',
 'fuck amber heard',
 'fuck amber herd',
 'fuck her',
 'fuck herself',
 'fuck off',
 'fuck that bitch',
 'fuck this bitch',
 'fuck u @amberheard',
 'fuck you @amberheard',
 'fuck you amber',
 'fuckamber',
 'fuckamberheard',
 'fucked the right off',
 'fucking abuser',
 'fucking bitch',
 'fucking bullshit',
 'fuckthesun',
 'get raped',
 'go die',
 'go kill yourselves',
 'go kys amber',
 'go to hell',
 'gold digger',
 'golddigger',
 'gotohell',
 'hate amber heard',
 'her burn',
 'how can you still have fans',
 "i remind that amber heard craped on jonny depp's bed",
 'if she wants assault she well get it',
 'in hell',
 'inhell',
 'isacriminal',
 'jail',
 'jailforamberheard',
 'kill',
 'kill all the people who disliked',
 'kill amber',
 'kill heard',
 'kill her',
 'kiss of death',
 'kys',
 'kys fuck you amber',
 'lawsuit',
 'liar',
 'narcissist',
 "no one will believe you're a victim because you're a man",
 'pay for her crime',
 'pay for her crimes',
 'petition',
 'prison',
 'professional death',
 'punched',
 'remove amber',
 'remove-amber',
 'removeamber',
 'removeamberheardsfromaquaman2',
 'removed',
 'scamber',
 'scammer',
 'she should kys',
 'shit',
 'shut',
 'social death to',
 'stupid',
 'stupid ass',
 'threw a vodka bottle',
 'to death amber',
 'to hell',
 'tohell',
 'tugging',
 'victim',
 'violence',
 'violencehasnogender',
 'violent',
 'vodka bottle',
 'who the hell is',
 'whor'}


# df_neg_total = df_comments[df_comments.text.str.contains('|'.join(neg_text))]
# print(df_neg_total.shape)


# # exclude all the users with positive comments
# df_neg_total = df_neg_total[~df_neg_total.username.isin(pos_users)]
# print(df_neg_total.shape)
# df_neg_total.head(2)


df_neg_total = pd.read_csv('negative_comments_zipped.csv', compression="zip", 
                           low_memory=False, lineterminator='\n')
print(f'{df_neg_total.shape[0]} contributions, on {df_neg_total.video_id.nunique()} Videos, made by {df_neg_total.username.nunique()} Users')
df_neg_total.head(2)

381226 contributions, on 4230 Videos, made by 227750 Users


users_negative_set = set(df_neg_total.username) - {np.nan}
len(users_negative_set)

227750


neg_users = neg_users | users_negative_set


df_neg_total.text.value_counts().head(60)

they won't believe you because you are a man she is not a victim                                                                               43276
they won't believe you because you are a man amber heard she is not a victim                                                                    1595
they won't believe you because you are a man she is not the victim                                                                              1331
she is not a victim                                                                                                                             1109
they wont believe you because you are a man she is not a victim                                                                                 1019
they won't believe you because your a man she is not a victim                                                                                   1010
they won't believe you because you are a man she is not a victim!                                                                                925
exposed                                                                                                                                          752
amber turd                                                                                                                                       662
exposed!!!                                                                                                                                       517
they won't belive you because you are a man she is not a victim                                                                                  423
they won't believe youbecause you are a man she is not a victim                                                                                  394
they won't believe you because you are man she is not a victim                                                                                   329
abuser                                                                                                                                           217
disgusting                                                                                                                                       210
liar                                                                                                                                             210
nobody will believe you because you are a man she is not a victim                                                                                185
they won't believe you because you are a manshe is not a victim                                                                                  182
bitch                                                                                                                                            182
they won't believe you because you are a man she is not victim                                                                                   166
 they won't believe you because you are a man she is not a victim                                                                                164
https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2                                                                        157
‍they won't believe you because you are a man she is not a victim                                                                                156
they will not believe you because you are a man she is not a victim                                                                              148
they won't believe you because you are a man amber heard she is not a victim!                                                                    144
gold digger                                                                                                                                      140
your lies have been revealed to us you are not a victim you are just a traitor and a scoundrel who made our dear johnny depp sick                137
they won't believe you because you a man she is not a victim                                                                                     134
she is disgusting                                                                                                                                133
fuck amber heard                                                                                                                                 131
shut up                                                                                                                                          123
they won't believe you because you are not a man she is not a victim                                                                             109
she is not a victim!                                                                                                                             107
they won't believe you cause you are a man she is not a victim                                                                                    99
they won't believe you because you are a man she is *not* a victim                                                                                98
they won't believe you because you are a man she is not a victim!!!                                                                               97
your lies have been revealed to us you are not a victim you are just a traitor and a scoundrel who made our dear johnny depp sick #mapesara       97
they wont believe you because you are a man she is not the victim                                                                                 95
the won't believe you because you are a man she is not a victim                                                                                   89
what a bitch                                                                                                                                      88
exposed!                                                                                                                                          84
they won't believe you because you are a man she is not a victim!!                                                                                83
they won't believe you because you are a man she is not a victim #justiceforjohnnydepp                                                            82
not a victim                                                                                                                                      81
#amberturd                                                                                                                                        76
they won't believe you because you are a man she is not a victim #justiceforjohnny                                                                76
they wont believe you because your a man she is not a victim                                                                                      75
they won't believe you because your a man she is not the victim                                                                                   74
#cancelamberheard                                                                                                                                 72
they wont believe you because you are a man amber heard she is not a victim                                                                       71
amber turd ًں’©                                                                                                                                   71
she is a narcissist                                                                                                                               70
holy shit                                                                                                                                         68
shit                                                                                                                                              67
#fuckamberheard                                                                                                                                   64
she is not the victim                                                                                                                             63
they won't believe you because you are a man amber heard is not a victim                                                                          63
they won't believe because you are a man she is not a victim                                                                                      60
she is a liar                                                                                                                                     59
they won't believe you because you are a man she is not the victim!                                                                               58
Name: text, dtype: int64


df_neg_total.moderation_status.value_counts()

likelySpam    405
Name: moderation_status, dtype: int64


df_neg_spam = df_neg_total.query(" moderation_status == 'likelySpam' ")
print(f'{df_neg_spam.shape[0]} contributions, on {df_neg_spam.video_id.nunique()} Videos, made by {df_neg_spam.username.nunique()} Users')
df_neg_spam.head(2)

405 contributions, on 149 Videos, made by 241 Users


df_neg_spam.text.value_counts().head(60)

please sign this petition to remove abuser heard from aquaman 2 over 400000 signatures so far! https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?fbclid=iwar2kn9zpj azwunc96oivouhbytonesxogxv2wlytirfkghm_0paltjuyh8                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     19
petition to remove amber heard from the next aquaman film http://chngit/jxvlthb9pd 2nd petition to revoke her title of ambassador of womens rights http://chngit/hpfgcc8t7f                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       15
please sign the petition to remove amber heard from aquaman 2: http://chngit/4rmtchbtjs                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           12
https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         11
http://chngit/6mkpvp5krm sign petition to remove amber turd from aquaman 2 http://chngit/ylgjqz2zdn 2nd petition to remove amber turd from loreal http://chngit/skt9pvzvsq 3rd petition to remove her title of ambassador of womens rights                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         8
http://chngit/9zdwzmfwjk petition link                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             7
https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?redirect=false                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           5
http://chngit/yv5kvspg9x #justiceforjohnnydepp please check out the articles and sign the petition! stop amber heard from profiting off of real abuse victims and their stories!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   4
new tape surfacede: amber heard ridicules johnny depp for claiming he is a victim of domestic violence in an explosive tape recording obtained by dailymailcom telling the pirates of the caribbean actor: 'see how many people believe you' https://wwwdailymailcouk/news/article 7966723/amber heard ridicules johnny depp claiming hes domestic violence victimhtml                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             4
she has bpd many therapists and pychologists have even even done videos to this she is classic borderline she is needy and insecure and has mood swings based on how she grew up and was raised and he core stems from fear rejection abandonment and has issues with emotional deregulation and was never given skills to know how to express herself she needs help but she is a true borderline understand the core content of a borderline is nothing like someone's with narc traits at all she clings to him and she needs him to not leave her in the middle of fights and she needs him to talk to her or she gets anxiety those are borderline issues steming from her fear of him leaving her in an argument so she doesn't know how to emotionally react properly and it triggers her fears she is a borderline not a narcissist even though traits overlap her core content is fully anxieties fear depression and anger cuz shes insecure and fearful and scared a lot and depp has narc traits that's why there are this way together                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                4
http://chngit/sv9hxvygv4 #justiceforjohnnydepp please check out the articles and sign the petition! stop amber heard from profiting off of real abuse victims and their stories!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   4
petition to remove amber heard from aquaman 2 http://chngit/6mkpvp5krm  2nd petition to revoke her title of ambassador of womens rights http://chngit/tj9zqwts9c                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   3
the petition https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             3
can you help out by signing this petition? for johnny depp http://chngit/xklgg68x                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  2
http://chngit/9zdwzmfwjk petition link everyone                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    2
boycott aquaman 2! #no offense meant jason # bec of amber turd # rotten being # justice for johnny                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 2
your uncle john dude the only thing you did was talk shit about those games rather than comparing notes and there is no comment that says the stats on sales prove that they are trash the three games series that that other guy mentioned were one of the highest rated games of any game franchise/series especially arkham games i don't see how anyone would hate the arkham games but people who hate batman in general that is complete bullshit the injustice games are nothing close to being mortal kombat ripoffs and if that were true they would have fatalities brutalities character variations fighting rounds faction kills fatal blows and x rays even though some of which have the same features it's still not a ripoff since netherrealm studios straight up made injustice and took some inspiring parts of mortal kombat batman: the telltale series is just a story choices game with great voice acting and i don't see any problem with it rather with having some of the choices to not matter a video that elaborates telltale in general is pewdipie's watch that so you can understand more about it instead of hating it if you still think those games are shit here is a full comment that explains everything that puts the games to number one for dc games since i doubt you even played some of which: batman: arkham games: they did a massive job on adapting such an iconic character to a video game the batman arkham games are the ones that actually care about their protagonist and know how to put him into a videogame the way they deal with the stealth the way they do the combat the soundtrack the attention to detail the easter eggs the lore the secrets story symbolism voice acting everything they truly did their research with the characters and lore and did a great job adapting him into a game every batman fan would consider this the best game of dc injustice games: the injustice games are simply fighting games that took a lot from the injustice comic book novel and put it into it's own fighting game with having wagers meter burns supermoves map transitions and more it turned into one of the best fighting games of the century yet though it may not be the best of all it deserves to be put up there the graphics are good the story is good the easter eggs are good the challenges etc this truly deserves to have the title of the best dc fighting game yet thanks to netherrealm they can do whatever the fuck they want by putting mk characters into business they did a pretty good job that still doesn't mean injustice is a mortal kombat ripoff all fighting games have their own features batman: the telltale series: one of the best games yet for having such a great story great symbolism great boss fights and sometimes even choices true the characters look different but it doesn't change the fact that they write them down really good and i don't mind the characters' looks they look perfectly fine for a cartoon style looking game the amount of preparation for our favorite parts to come brings us to excitement like how gotham did with it's finale they prepared everything that we wanted for the end of the story but we couldn't see that after telltale shutting down the voice acting and dialogue for every character is great too especially since batman was voiced by a talented voice actor troy baker again the game really nailed the way batman handles his life and it was fantastic while arkham games truly know how to adapt batman into a game edit: even the critics themselves think that these games are great i even took some of their words of encouragement for how inspiring the things they said were i've played most of these games from beginning to the end and my passion of sticking with them from child to right now gives me the right to defend it                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               2
http://chngit/xfhnrxd8mc sign the petition to remove her from the aquaman movie please                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             2
sign the petition for amber to be replaced http://chngit/rx4gzg9x                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  2
http://chngit/wtcnfq8zms heres petition for booting amber from aquaman 2  http://chngit/hpfgcc8t7f this petition is to revoke her title of ambassador of womens rights please sign and pass this around                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            2
http://chngit/9zdwzmfwjk link to petition                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          2
@klaus well the writers always tend to make batman over the top awesome and every justice league and dc character look like shit compared to him like the justice league series superman is far from being a one dimensional character he's pretty complex and round character who's been fully fleshed out and developed and grown he had his emotional maturity like it or not saitama might be a joke character but he's also far from being one dimensional character he's pretty complex in fact check out the recent immortal hulk used by the one below all and tell me about how overpowered superman is now that hulk would murder any version of superman and you tell me that superman is overpowered give me a break                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   2
i love how truth comes out #boycottliar #boycottiotillettwright #boycottelonmusk and their budy #rupertmurdoch for defeat the women abuser fox ex boss if mr johnny was one of them they'll pay him and love him as they pay ex boss fox news 65 m $ they printing lies against mr johnny and defeat elon musk who was cheating at the time they living rent free and fuck his life and lying against mr johnny #boycottraqeul #boycottamberheard #justice for mr johnny deep ii nicest man on world                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               2
she is just a mockery to all real victims of abuse inacceptable and it's a shame ! a girl too stupid without brain                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 2
i'm over it fuck amber heard cancel dc #justiceforjohnnydepp i want depp go and get marvel he could be gambitif they don't change it i'm not gonna watch it aquaman 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              2
petition over 250000 now https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 2
details on amber heard's domestic abuse arrest revealed https://wwwyoutubecom/watch?v=81mnraxlbee as many of you might know by now amber heard has a reported history of domestic violence including a time when she was arrested for allegedly assaulting her ex wife tasya van ree at seattle tacoma international airport in 2009 now the details of the incident are finally getting attention in the media                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    2
ezra miller: say that shit again!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  2
4 petitions on change org: https://wwwchangeorg/p/american civil liberties union aclu revoke your title of ambassador for women s rights from amber heard https://wwwchangeorg/p/united nations development programme remove dishonorable amber heard from 9th annual social good summit 2018 https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 https://wwwchangeorg/p/l or%c3%a9al remove amber heard as l or%c3%a9al spokeperson                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         2
amber heard should be imprisoned for longer than 10 years without possibility of early release/parole everyone who has a few seconds please go to this petition on changeorg and sign to have her removed from aquaman 2: https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                1
go sign if you feel injustice https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            1
http://chngit/vsgb2f5f please sign and pass around this petition to have amber removed from the next aquaman film                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  1
children in africa are being raped by soldiers the hell are you talking about?                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     1
gosh!! this is so hard to listen to even tho les does a great job reading it the lies i read this before i got the whole story about amber and i didn't believe it then it screams lies jesus!! amber was setting up poor johnny from the very beginning to make things look like he was an abuser making things look differently then the actual fact speaking of facts on thing is a fact about narcissists is that when they cheat they not only blame their partner for cheating but they are insistent that their partner is cheating i could go on but you all know                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          1
yes believe stories from the hollywood fabricator that bastion of multiple source verification! #scamberandthemytruths #thedailyfailًں“°ًں—‍ًںڑ¯ #theeclipseًں“°ًں—‍ًںڑ¯ #thehollywoodfabricatorًں“°ًں—‍ًںڑ¯                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       1
just by the fact that she filled divorce with jd just week after jd's mom died is a proof that she didn't love jd at all because if she really do she won't do such a thing and wouldn't lie like that too like babe wtf? you should have filled the divorce at least after months so it wouldn't look so obvious and i really feel bad for jd because not just that she is a bad influence to him yet she is also the reasons he lost his career i hope she will get her karma if she really deserves itًں¤گ                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      1
amber in his head probably think now : hey johnny you see that? i screw you! now nobody will dare to attack a mother! first time i used violence against women to get the world on my side it worked! but when my lied were discovered and everyobyd was against me i had to find another strategy now i use the mom card to get again people on my side everyone respects mom because in society moms are seen as courageous and respectable you loose johnny i won't go to jail because of my mom card! bye looser! ambie                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        1
wishfull thinking here is my 5* update for amber a year down the road called war rider amber character design: basically her same outfit but with a metal looking brest place and some new gauntlets remove her bunny ears looking bow and use it to tie up her hair or braid it like shes a proper military scout maybe a pouch or two added a more grimace looking face normal attack: still the bow but make her a more mobile focused attacker buff auto attack and charge does a spread like shot gun attack instead of an aimed shot (would make her unique) elemental skill: its a piercing charged shot sort of deal think bennets skill but with a bow tap fires a short range piercing shot that is pyro and adds pyro to the enemy hold charge makes it larger and pierce more enemies burst skill: her fire rain attack turned up to 11 you get a small animation of her raising her bow up like she is calling in an arrow barrage from the nights of favonius and its a rolling arrow barrage in a line infront of her causing damage and adding pyro after it reaches the end of its distance three large siege weapon style scorpian bolts impact the ground and cause a knock back to enemies near it                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             1
it's so odd how these dog shooting cases go in one place a guy is under criminal charges for shooting a dog that came onto his property and in this case it's justified i saw a guy letting a dog crap in front of my neighbor's house and walk away i went out there and told him to clean it up he finally did and i haven't seen him in front of my house again he's probably bringing them to crap in front of someone else's house now idiot i just made a video talking about what dog groomers do to keep from getting bit wow i thought the airlines had cracked down on that craziness yeah the service animal thing is absolutely out of control i'm so sick of it i guess i just feel like petitions are useless you know i have complained at city commission meetings to animal control wrote many letters to the commission the city manager the city police over years now and nothing comes from it                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                1
i've dealth with plenty narcissistic psychopaths in my life the depth of evil they are capable of is mind blowing the most important is trust your gut if something doesn't feel right i gurantee you it isnt know that they all somehow use the same playbook if you are dating learn the red flags like your life depends on it bcuz it does if anybody shows even just a couple of the red flags get out run! and never fn look back!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           1
standing up paul motioned with his hand and said: fellow israelites and you gentiles who worship god listen to me! the god of the people of israel chose our ancestors; he made the people prosper during their stay in egypt; with mighty power he led them out of that country; for about forty years he endured their conduct in the wilderness; and he overthrew seven nations in canaan giving their land to his people as their inheritance all this took about 450 years after this god gave them judges until the time of samuel the prophet then the people asked for a king and he gave them saul son of kish of the tribe of benjamin who ruled forty years after removing saul he made david their king god testified concerning him: i have found david son of jesse a man after my own heart; he will do everything i want him to do' from this mans descendants god has brought to israel the savior jesus as he promised before the coming of jesus john preached repentance and baptism to all the people of israel as john was completing his work he said: who do you suppose i am? i am not the one you are looking for but there is one coming after me whose sandals i am not worthy to untie' fellow children of abraham and you god fearing gentiles it is to us that this message of salvation has been sent the people of jerusalem and their rulers did not recognize jesus yet in condemning him they fulfilled the words of the prophets that are read every sabbath though they found no proper ground for a death sentence they asked pilate to have him executed when they had carried out all that was written about him they took him down from the cross and laid him in a tomb but god raised him from the dead and for many days he was seen by those who had traveled with him from galilee to jerusalem they are now his witnesses to our people we tell you the good news: what god promised our ancestors he has fulfilled for us their children by raising up jesus as it is written in the second psalm: †you are my son; today i have become your father' god raised him from the dead so that he will never be subject to decay as god has said †i will give you the holy and sure blessings promised to david' so it is also stated elsewhere: †you will not let your holy one see decay' now when david had served god's purpose in his own generation he fell asleep; he was buried with his ancestors and his body decayed but the one whom god raised from the dead did not see decay therefore my friends i want you to know that through jesus the forgiveness of sins is proclaimed to you through him everyone who believes is set free from every sin a justification you were not able to obtain under the law of moses take care that what the prophets have said does not happen to you: †look you scoffers wonder and perish for i am going to do something in your days that you would never believe even if someone told you'as paul and barnabas were leaving the synagogue the people invited them to speak further about these things on the next sabbath when the congregation was dismissed many of the jews and devout converts to judaism followed paul and barnabas who talked with them and urged them to continue in the grace of god on the next sabbath almost the whole city gathered to hear the word of the lord when the jews saw the crowds they were filled with jealousy they began to contradict what paul was saying and heaped abuse on him then paul and barnabas answered them boldly: we had to speak the word of god to you first since you reject it and do not consider yourselves worthy of eternal life we now turn to the gentiles for this is what the lord has commanded us: †i have made you a light for the gentiles that you may bring salvation to the ends of the earth'when the gentiles heard this they were glad and honored the word of the lord; and all who were appointed for eternal life believed the word of the lord spread through the whole region but the jewish leaders incited the god fearing women of high standing and the leading men of the city they stirred up persecution against paul and barnabas and expelled them from their region so they shook the dust off their feet as a warning to them and went to iconium and the disciples were filled with joy and with the holy spirit acts 13:16­ ¬52 niv https://biblecom/bible/111/act1316 52niv     1
also i'm really interested to hear your thoughts on megan markle i used to actually like her but she is definitely a grandiose narcissist! you will get some really good insights from @according2taz and @murkymeg they cover a lot of things!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
she can blame johnny all she wants but she can't claim expenses on the liabel trial cause she wasn't needed and went voluntarily and for a year she received the full $7 million and got a letter from chla asking wether she is pledging more than the $100000 johnny donated on her behalfbut she never responded everand she lied under purgury in london saying she donated all $7millionsuck on my that amber!! double purgers without doubt and i believe 30 more purgurey charges on the way                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                1
i want you guys on youtube to boycott aquaman 2 and fb3 no matter what do not watch or buy tickets for those movies warner bros would know they would win please boycott the 2 upcoming movies if your friends wants to see them then don't be their friend anymore i beg you all don't watch fb3 and aquaman 2 this is the only way to bring warner bros on their knees and stop this once and for all if you boycott the 2 movies great but making them lose money so they shut down the company even better please spread this comment on every youtube video so that people would know that they shouldn't watch aquaman 2 and fb3 i really hope this comment brings this whole situation warner bros and amber heard are making will end dramatically please spread this comment no matter what boycott warner bros future movies until this whole situation is over i am a johnny depp supporter and i need him to get back into movies this is because i like johnny depp if you like amber heard one thing i can tell you is that you won't go to heaven far later on you will go somewhere it might suit you as a bad man supporter #justiceforjohnnydepp #fireamberheard #boycottaquaman2 #boycottfb3 #boycotteverymovietheymakeuntilthisisallover                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       1
https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?recruiter=1168561544&recruited_by_id=864679c0 3be4 11eb 91a5 f16336b6af73&utm_source=share_petition&utm_medium=copylink&utm_campaign=psf_combo_share_abi&utm_term=psf_combo_share_initial                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                1
all great points i like your videos not only because they are evidential but also because you use lots of vocabularies that i don't know fun way to learn english and hear about the worldًںک… btw i still think she broke up with elon and apparantly they've recently met each other in mexico also it would be so interesting if you could do such videos about musky too i can't say if he has been a narcissist or a victim in all of his relationships! and he and grimes seems to have a weird thing going on! i have seen mixed evidences that puzzled my brain i'll be glad to share with you i like the way you analyze stuff â‌¤                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        1
#justiceforjohnnydepp #teamjohnny petitions: http://chngit/mvktb7kcz4 http://chngit/7xsdzzkvsy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     1
if this case was in a mississippi courtturd would have been in jail by the moment she was caught lying about the case for the first time like people would go to jail for either no reason or for somethin stupid like pranks and shit and why the fuck isn't turd thrown in jail!? i wanna see her ass behind bars and maybe on scared straight hahaha!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           1
she is probably going to say they fabricated the video! she is just that stupid! she is going around everyone as an advocate for abused women acting like a survivor her pa had to go through that b telling the whole world a lie i'm sure she is still going through a lot of emotions since then this b needs to be charged with something! she has done so much damage she has to pay some consequences! going around ruining people's lives should not be a hobby or a way to try to get attention or ahead in life! just wow!!!!!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          1
mr4:3 and 1440p strike again getting real tired of your shit give us back 16:9 you shit head                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       1
rocksonline28 hours ago to : all employees of the government from: we the peopleit has come to our attention that a very high percentage of you have not read the company policy on knowing who is the boss since 2016 we have been observing the actions of the many and have come to the determination that this government has become to big and is crumbling under its own weight so as the owners of this country we are making a few changes to streamline our existence so many of you will be finding your pink slips soon and some of you really corrupt people we have been watching will be arrested and jailed or worse we do want to thank mrtrump current president for pulling the curtain back and bringing this situation to our attention so there has been so much damage done we have decided to give mr trump and his staff another 4 years to keep the changes he has made going as they are and look forward to more in the make america great againand keep america greatcampaigns yet to be instilled streamlining this republic will take time due to the nefarious criminal corrupt activities our department of justice is currently looking into there will be no need for the following people to reapply ( just to name a few more names to follow) pelosi nadler schiff every democratic house of representative as well as democratic senator and republican senator mitt romney also the following departments need not report for work starting march 1st irs department of education( we will be going to a different system) dea n fbi cia well all 3 letter agencies( new agency will be looked at for all) that will be enough for now with much more to come since our employees forgot that you work for us not that we work for you this transition will be hard for a lot of you and if you don't like the new guidelines being put forth you are more than welcome to look for new employment for you that love working for us and you are worth keeping we would be honored to keep you on the job each position will be looked at in depth and if you are in a redundant position or one we wish to eliminate you can hire for another position your time working for us will now be regulated by many things such as term limits pay as well as insurance there will no longer be residual payment to you after your service is no longer needed and your actions will be bound by the exact wording of our constitution all illegal laws on the books that usurp our constitution are null and void there will be no discussion as to the changes that we will be making and no one is immune to these new rules no matter who you are or how long you have been here we feel that this has gone on for too long and for the continued success of our great republic it's mandatory these changes be made we want to thank everyone for their service and will miss a lot of you for the people we find that have committed a crime against our country or humanityyou will be prosecuted to the fullest extent of the law thank you for your attention to this matter and have a great day signedwe the peopleowners of this great country as well as your bossesًں‡؛ًں‡¸ًں‡؛ًں‡¸ًں‡؛ًں‡¸ًں‡؛ًں‡¸                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 1
she should be unemployable after this i hope she has a long time to think about just how disgraceful she is she is no victim and she used her female privilege to play victim i'm a woman btw and if you think there isn't privileges that us females enjoyyou are being either wilfully ignorant or you are so dense you could make light bend                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
boycott this garbage and the petition should be linked in the comments: https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  1
johnny continuously told her i don't want to do this amber it won't end well for you peaceful man i love youbut she chose obliteration sowelcome to your obliteration amber heard the abuser bird                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  1
for as much shit as jk rowling gets these days i'm so glad she was just about the only person sticking by this guy amber ruined an innocent guy's career and life among other things james wan needs to start looking for a new mera she is a clear sociopath completely disgraceful that she made johnny feel like the only solution was to run away                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              1
what a shame such a hot bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      1
i know this video is about exposing the insanity of what depp went through but it's starting to come off a little like a daily examiner story i want more lovecraft!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             1
everybody got real fucking quiet after this came out but ya'll were on johnny depp's ass at the idea of him being an abuser he lost jobs he got kicked from the potc franchise he was branded an abuser and woman beater because everyone believed amber heard instantly because she is a woman this piece of shit lied for years she became an advocate against domestic abuse when she was the one beating the shit out of johnny i'm honestly fucking disgusted that the media is silent along with all the fuckers who talked shit about johnny depp over this put that piece of trash in prison #justiceforjohnny                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             1
always thought she was a fatal attraction type of psycho bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     1
narcissist abuser amber heard a therapist's thoughts on johnny and amber's audio argument! https://wwwyoutubecom/watch?v=bvuiaokqaq0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               1
Name: text, dtype: int64


neg_spam_dates = df_neg_spam.groupby(['date']).agg({'text':'count', 'nlikes': 'sum', 'nreplies': 'sum'}).reset_index(
).rename(columns={'text':'ncomments'}).sort_values('ncomments', ascending=False)

neg_spam_dates.head(15)


helpers.bar_peaks(neg_spam_dates[['date', 'ncomments']].head(7), 
                  'Negative Comments Peak Dates')


neg_daily = df_neg_total.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ncomments')

print('\nNote: The Peaks on Feb, Dec 2020\n')
title = 'A Heat Map for the Negative Comments'
helpers.facet_heat(neg_daily, title, n_col=5, vmax=3000)

Note: The Peaks on Feb, Dec 2020


negative_dates = df_neg_total.groupby(['date']).agg({'text':'count', 'nlikes': 'sum', 'nreplies': 'sum'}).reset_index(
).rename(columns={'text':'ncomments'}).sort_values('ncomments', ascending=False)

negative_dates.head(15)


helpers.bar_peaks(negative_dates[['date', 'ncomments']].head(8), 
                  'Negative Comments Peak Dates')


df_victim = df_comments[df_comments.text.str.contains('victim')]
print(df_victim.shape)

(103766, 20)


# exclude all the users with positive comments
df_victim = df_victim[~df_victim.username.isin(pos_users)]
print(f'{df_victim.shape[0]} contributions, on {df_victim.video_id.nunique()} Videos, made by {df_victim.username.nunique()} Users')
df_victim.head(2)

99093 contributions, on 2438 Videos, made by 83717 Users


victim_daily = df_victim.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ncomments')

print('\nNote: The Peaks on Feb, Dec 2020\n')
title = 'A Heat Map for the Comments Containing "Victim"'
helpers.facet_heat(victim_daily, title, n_col=4, vmax=1000)

Note: The Peaks on Feb, Dec 2020


df_victim.username.nunique()

83717


df_nvictim = df_victim.groupby('username').agg({'text':'count', 'nreplies': 'sum', 'nlikes': 'sum'}).reset_index(
).rename(columns={'text':'ncomments'})

print(df_nvictim.shape)
df_nvictim = df_nvictim.sort_values('ncomments', ascending=False)
df_nvictim.head(15)

(83717, 4)


helpers.barh(df_nvictim[['username', 'ncomments']].head(15), 
             'Top Users with Comments Containing "victim" keyword', threshold=0)


df_v = df_victim.groupby(['date', 'username']).agg({'text':'count', 'nlikes': 'sum', 'nreplies': 'sum'}).reset_index(
).rename(columns={'text':'ncomments'}).sort_values('ncomments', ascending=False)

df_v.head(15)


victim_dates = df_victim.groupby(['date']).agg({'text':'count', 'nlikes': 'sum', 'nreplies': 'sum'}).reset_index(
).rename(columns={'text':'ncomments'}).sort_values('ncomments', ascending=False)

victim_dates.head(15)


helpers.bar_peaks(victim_dates[['date', 'ncomments']].head(8), 
                  '"victim" Comments Peak Dates')


df_victim.text.value_counts().head(60)

they won't believe you because you are a man she is not a victim                                                                               43182
they won't believe you because you are a man amber heard she is not a victim                                                                    1591
they won't believe you because you are a man she is not the victim                                                                              1327
she is not a victim                                                                                                                             1108
they wont believe you because you are a man she is not a victim                                                                                 1015
they won't believe you because your a man she is not a victim                                                                                   1009
they won't believe you because you are a man she is not a victim!                                                                                923
they won't belive you because you are a man she is not a victim                                                                                  423
they won't believe youbecause you are a man she is not a victim                                                                                  393
they won't believe you because you are man she is not a victim                                                                                   329
nobody will believe you because you are a man she is not a victim                                                                                185
they won't believe you because you are a manshe is not a victim                                                                                  182
they won't believe you because you are a man she is not victim                                                                                   166
 they won't believe you because you are a man she is not a victim                                                                                164
‍they won't believe you because you are a man she is not a victim                                                                                156
they will not believe you because you are a man she is not a victim                                                                              148
they won't believe you because you are a man amber heard she is not a victim!                                                                    144
your lies have been revealed to us you are not a victim you are just a traitor and a scoundrel who made our dear johnny depp sick                136
they won't believe you because you a man she is not a victim                                                                                     134
they won't believe you because you are not a man she is not a victim                                                                             109
she is not a victim!                                                                                                                             107
they won't believe you cause you are a man she is not a victim                                                                                    99
they won't believe you because you are a man she is *not* a victim                                                                                97
they won't believe you because you are a man she is not a victim!!!                                                                               97
your lies have been revealed to us you are not a victim you are just a traitor and a scoundrel who made our dear johnny depp sick #mapesara       97
they wont believe you because you are a man she is not the victim                                                                                 95
the won't believe you because you are a man she is not a victim                                                                                   88
they won't believe you because you are a man she is not a victim!!                                                                                83
not a victim                                                                                                                                      81
they won't believe you because you are a man she is not a victim #justiceforjohnnydepp                                                            81
they won't believe you because you are a man she is not a victim #justiceforjohnny                                                                76
they wont believe you because your a man she is not a victim                                                                                      75
they won't believe you because your a man she is not the victim                                                                                   74
they wont believe you because you are a man amber heard she is not a victim                                                                       71
they won't believe you because you are a man amber heard is not a victim                                                                          62
she is not the victim                                                                                                                             61
they won't believe because you are a man she is not a victim                                                                                      59
they won't believe you because you are a man she is not the victim!                                                                               58
she is not victim                                                                                                                                 56
they won't believe you because you are a men she is not a victim                                                                                  55
they won't believe you because you are a man she is not a victim                                                                                  53
‍they wont believe you because you are a man she is not a victim                                                                                  52
they won't believe you because you are a man she in not a victim                                                                                  51
they won't believe you because your are a man she is not a victim                                                                                 49
they won't believe you because you are a man! she is not a victim                                                                                 47
they wont belive you because you are a man she is not a victim                                                                                    47
they won't believe you because you are a man amber heard she is not the victim                                                                    47
you are not a victim                                                                                                                              42
they won't believe you because you are a man this woman is not a victim                                                                           42
they won't believe you because your a man she is not a victim!                                                                                    42
they won't believe you because you are a man amber head she is not a victim                                                                       42
they won't believe you because you are a man! she is not a victim!                                                                                40
they wont believe you because youre a man she is not a victim                                                                                     39
they wont believe you because you are a man she is not a victim!                                                                                  39
they won't believe you because your a man amber heard she is not a victim                                                                         38
they won't believe you you are a man she is not a victim                                                                                          38
''they won't believe you because you are a man' she is not a victim                                                                               37
they won't believe you because you are a man she is not a victim she is an abuser                                                                 37
they won't believe you because you are a man you are not a victim                                                                                 36
they won't believe you because your a man she is not a victim copy and paste!!                                                                    36
Name: text, dtype: int64


# set(df_v.username.head(15)) - set(df_n.username.head(15))


helpers.contr_peaks(df_comments, "Kabir Mishra", n=5, threshold=0)


df_comments[df_comments.username == "Kabir Mishra"].text.value_counts().head(60)

they won't believe you because you are a man she is not a victim    34
#justiceforjohnnydepp                                                1
Name: text, dtype: int64


helpers.contr_peaks(df_comments, "My thoughts", n=5, threshold=0)


df_comments[df_comments.username == "My thoughts"].text.value_counts().head(60)

they won't believe you because you are a man she is not a victim!                 33
@collin willoughs ok so called koolًںک‚ًںک‚u can do nothing ًں¥؛stupidًں‘چًںڈ»     1
Name: text, dtype: int64


helpers.contr_peaks(df_comments, "Overtube", n=5, threshold=0)


df_comments[df_comments.username == "Overtube"].text.value_counts().head(60)

they won't believe you because you are a man she is not a victim    35
@mionfel trying my best to do 100 replies fuck errors                1
Name: text, dtype: int64


helpers.contr_peaks(df_comments, "Sophia Cabaأ±ez", n=5, threshold=0)


df_comments[df_comments.username == "Sophia Cabaأ±ez"].text.value_counts().head(60)

*she is not a victim*                                                 17
they won't believe you because you are a man *she is not a victim*    15
Name: text, dtype: int64


# Create a negative dataframe without 'victim' keyword --> to see more negative text variations
df_neg = df_neg_total[~df_neg_total.text.str.contains('victim')]
print(f'{df_neg.shape[0]} contributions, on {df_neg.video_id.nunique()} Videos, made by {df_neg.username.nunique()} Users')
df_neg.head(2)

279558 contributions, on 4198 Videos, made by 158370 Users


df_neg.text.value_counts().head(60)

exposed                                                                                                                                                                                                                                                                                                                  752
amber turd                                                                                                                                                                                                                                                                                                               662
exposed!!!                                                                                                                                                                                                                                                                                                               517
abuser                                                                                                                                                                                                                                                                                                                   217
liar                                                                                                                                                                                                                                                                                                                     210
disgusting                                                                                                                                                                                                                                                                                                               210
bitch                                                                                                                                                                                                                                                                                                                    182
https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2                                                                                                                                                                                                                                                157
gold digger                                                                                                                                                                                                                                                                                                              140
she is disgusting                                                                                                                                                                                                                                                                                                        133
fuck amber heard                                                                                                                                                                                                                                                                                                         131
shut up                                                                                                                                                                                                                                                                                                                  123
what a bitch                                                                                                                                                                                                                                                                                                              88
exposed!                                                                                                                                                                                                                                                                                                                  84
#amberturd                                                                                                                                                                                                                                                                                                                76
#cancelamberheard                                                                                                                                                                                                                                                                                                         72
amber turd ًں’©                                                                                                                                                                                                                                                                                                           71
she is a narcissist                                                                                                                                                                                                                                                                                                       70
holy shit                                                                                                                                                                                                                                                                                                                 68
shit                                                                                                                                                                                                                                                                                                                      67
#fuckamberheard                                                                                                                                                                                                                                                                                                           64
she is a liar                                                                                                                                                                                                                                                                                                             59
amber sucks                                                                                                                                                                                                                                                                                                               57
all my homies hate amber heard                                                                                                                                                                                                                                                                                            56
stupid                                                                                                                                                                                                                                                                                                                    56
she is a bitch                                                                                                                                                                                                                                                                                                            54
she should be in jail                                                                                                                                                                                                                                                                                                     54
amber heard is an abuser                                                                                                                                                                                                                                                                                                  48
#amberheardisanabuser                                                                                                                                                                                                                                                                                                     46
#justiceforjohnnydepp #amberheardisanabuser                                                                                                                                                                                                                                                                               45
she is a gold digger                                                                                                                                                                                                                                                                                                      45
bullshit                                                                                                                                                                                                                                                                                                                  43
fuck amber                                                                                                                                                                                                                                                                                                                40
scamber turd                                                                                                                                                                                                                                                                                                              39
narcissist                                                                                                                                                                                                                                                                                                                39
i hate amber heard                                                                                                                                                                                                                                                                                                        39
https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?redirect=false                                                                                                                                                                                                                                  39
#justiceforjohnny #youtubesupportsabusers                                                                                                                                                                                                                                                                                 38
#fireamberheard                                                                                                                                                                                                                                                                                                           37
she needs to go to jail                                                                                                                                                                                                                                                                                                   36
abuse                                                                                                                                                                                                                                                                                                                     36
she is an abuser                                                                                                                                                                                                                                                                                                          35
crazy bitch                                                                                                                                                                                                                                                                                                               34
boycott amber heard                                                                                                                                                                                                                                                                                                       34
i hope she goes to jail                                                                                                                                                                                                                                                                                                   33
cancel amber heard                                                                                                                                                                                                                                                                                                        32
fucking bitch                                                                                                                                                                                                                                                                                                             32
amber heard sucks                                                                                                                                                                                                                                                                                                         32
i remind that amber heard craped on jonny depp's bed                                                                                                                                                                                                                                                                      31
#justiceforjohnnydepp sign the petitiion for johnny deppًں’¥ we have created a petition on change ًں”¥ demamnding that johnny should be part of sherlock holmes 3 ًں”ژ please sign and share the petioin and show your support this is his great chance to be back on big screen again link: http://chngit/g6blxxwr8m     31
put her in jail                                                                                                                                                                                                                                                                                                           31
liar!                                                                                                                                                                                                                                                                                                                     30
fuck off                                                                                                                                                                                                                                                                                                                  30
liar liar pants on fire                                                                                                                                                                                                                                                                                                   30
#deleteamberheard report the video                                                                                                                                                                                                                                                                                        29
exposed!!                                                                                                                                                                                                                                                                                                                 29
shes using the child to avoid jail and get support to be on aquaman 2!ًںک،ًںک،ًںک،ًںک،ًںک،ًںک،ًںک،                                                                                                                                                                                                                        28
amber turd!                                                                                                                                                                                                                                                                                                               28
to all people here star downvoting all access videos they are clearly taking the side of a domestic abuser we should not tolerated domestic abuse in any shape or form make this know too in their twitter feed do not let them profit from the defence of domestic abusers !!!!!                                         28
go to hell                                                                                                                                                                                                                                                                                                                27
Name: text, dtype: int64


df_neg.text.value_counts()[60:].head(60)

#amberheardisaliar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   27
@johnny depp do not reply fake johnny scammer                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        27
#boycottamberheard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   26
fire amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     26
yeah her own brother tried to kill his wife and her sister was so abusive to her daughter that she moved in with her grandparents from her dead dads side because her grandparents on her moms side including her grandfather meghan father look all this up                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         26
shut the fuck up                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     26
she is the abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    26
#youtubesupportsabusers                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              25
she deserves it                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      24
a public letter to amber heard from real domestic violence survivers https://youtube/3dqld54iefe amberheard you dont represent men or woman of dv#justiceforjonnydeppâ‌¤â‌¤â‌¤â‌¤â‌¤â‌¤                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              24
#justiceforjohnnydepp #cancelamberheard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              24
this is shit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         24
remove ah from aquaman 2 sign the petition at: https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 18 million signatures and counting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          24
she should go to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                24
fuck you amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       23
amber turd lol                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       23
are you saved friend? if you died tonight will you go to heaven or hell? god almighty the creator was manifest in the flesh he came into the world to take away the sin of the world he gave up his own life to save yours his sacrifice on the cross paid the price for your redemption with his own blood on the third day he rose from dead and offers the gift of salvation and forgiveness to those that repent and trust in him this is the gospel which means the good news john 1:1 310 kjv in the beginning was the word and the word was with god and the word was god [2] the same was in the beginning with god [3] all things were made by him; and without him was not any thing made that was made [10] he was in the world and the world was made by him and the world knew him not isaiah 44:6 kjv thus saith the lord the king of israel and his redeemer the lord of hosts; i am the first and i am the last; and beside me there is no god revelation 1:17 18 kjv and when i saw him i fell at his feet as dead and he laid his right hand upon me saying unto me fear not; i am the first and the last: [18] i am he that liveth and was dead; and behold i am alive for evermore amen; and have the keys of hell and of death ephesians 2:8 9 kjv for by grace are ye saved through faith; and that not of yourselves: it is the gift of god: [9] not of works lest any man should boast acts 4:12 kjv neither is there salvation in any other: for there is none other name under heaven given among men whereby we must be saved john 5:24 kjv verily verily i say unto you he that heareth my word and believeth on him that sent me hath everlasting life and shall not come into condemnation; but is passed from death unto life 1 john 5:13 kjv these things have i written unto you that believe on the name of the son of god; that ye may know that ye have eternal life and that ye may believe on the name of the son of god matthew 28:19 20 kjv go ye therefore and teach all nations baptizing them in the name of the father and of the son and of the holy ghost: [20] teaching them to observe all things whatsoever i have commanded you: and lo i am with you alway even unto the end of the world amen    23
amber heard is trash                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 23
to all people here star downvoting all access videos they are clearly taking the side of a domestic abuser we should not tolerated domestic abuse in any shape or form make this know too in their twitter feed do not let them profit from the defence of domestic abusers !!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     23
abuser!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              23
they won't believe you because you are a man amber turd                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              22
this bitch is crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  21
looks like shit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      21
she is such a bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  20
fuck that bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      20
amber heard charges $33k to give talks on domestic violence  new line of how to for dummies instructional talks ruin the lives of people that were doing well until they met you and then use the media as tools of coercive control (special emphasis on tools)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     20
amber heard you are such a liar and a woman beater jd! jd: your whole life is a lie! jd's fans: oohhhhhhhhhh!!! amber heard: *cries in background with no tears coming out* me: stop it amber heard nobody needs your bs that's spreading faster than the covid 19 virus world wide ًںک…ًں¤£ًںک‚                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     20
fire her                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             20
fuck this bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      20
looks shit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           20
@johnny depp scammer                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 20
petition to remove amber heard from the next aquaman film http://chngit/jxvlthb9pd 2nd petition to revoke her title of ambassador of womens rights http://chngit/hpfgcc8t7f                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          20
http://chngit/6mkpvp5krm sign petition to remove amber turd from aquaman 2 http://chngit/ylgjqz2zdn 2nd petition to remove amber turd from loreal http://chngit/skt9pvzvsq 3rd petition to remove her title of ambassador of womens rights                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           19
burn in hell                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         19
shut up amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        19
oh shit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              19
she should be in prison                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              19
amber is a liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      19
you are a liar amber turd! justice for johnny!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       19
i would pay good money to see the face of crooked british judge nicol after the lapd police body cam footage was released having previously rejected the testimony of the 4 police officers under oath because they did not document the event at the time hope you made a lot of money from your friend and your son employer rupert murdoch owner of the sun newspaper and foxnews for your corrupt ruling against johnny depp as a wife beater mr newly retired judge ruling in favour of this dangerous narcissist pervert amber heard that is lying as she breathe                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              19
please sign this petition to remove abuser heard from aquaman 2 over 400000 signatures so far! https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?fbclid=iwar2kn9zpj azwunc96oivouhbytonesxogxv2wlytirfkghm_0paltjuyh8                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        19
stupid song                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          18
fuck you amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 18
amber shit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           18
more like amber turd                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 18
amber is a bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     18
this stupid crazy woman should get to jail!!! for doing this to jonny! she just wanted the fame! she did not even gave tthe monney he gave her to charrity as she said she would! she is a liar! and even jonnyآ´s exes stood up for him! he never raised his hands against them! he is such a sweetheart! all her claims are fals!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                17
disgusting human being                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               17
amber is a narcissist                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                17
shit movie                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           17
amber is an awful awful person she has several charges and allegations against her from previous relationships and she is a terrible human being in general the email for disrespect she has shown for many many things and many things she has mocked is disgusting she has so much privilege and she is absolutely a menace! thank you for listening to my ted talk                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                17
amber's sister's former boss has today signed a sworn declaration stating that whitney told her she had to save johnny from amber pushing him down the stairs and that she said she thought amber was going to kill johnny https://wwwgooglecom/amp/s/wwwmirrorcouk/3am/celebrity news/amber heards sister thought was 22432412amp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   17
hope she goes to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                16
golddigger                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           16
jonny depp's petition> http://orablyrocom/6k2d                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       16
she is so disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 16
jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 16
this is disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   16
cancel amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         16
amber heard is a liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                16
Name: text, dtype: int64


df_neg.text.value_counts()[120:].head(60)

amber turd*                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              16
she deserves jail time                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   16
i hope she gets what she deserves                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        16
this is stupid                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           16
she is such a liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       16
amber heard is a monster                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 16
bitches be crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         16
amber heard? more like amber turd                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        16
#justice for johnny prison for heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     16
lying bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              15
don't forget to report the video for hate full and abusing content the more report the more it's slap this disgusting channel or even report the channel as well                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         15
amber heard is a bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   15
this bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               15
go to hell amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         15
objective analysis i have found; live abuse free lost beyond pluto debi doom thatumbrellaguy stevie j raw incrediblyaverage yellow flash spiritually empowered coaching ehacker come geek some entertainment and star wars                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               15
#fuckamber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               15
bitch!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   15
she needs to be in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  15
this case is going to be exemple for all men who suffer for abuse women we have to fight for men rights against domestic violence we are losing the freedom of communication!!! hope his team will be loyal until the end as rupert murdoch the owner of sun talkradio and many other newspapers and media companies he is a very influential and powerful man in europe maybe in america is well his position put him a predator and nowadays people do anything even kill their own family for money it is published by the news group newspapers division of news uk itself a wholly owned subsidiary of rupert murdoch's news corp since the sun on sunday was launched in february 2012 the paper has been a seven day operation judge andrew nicol's son robert palmer works @ talkradio uk talkradio employs dan wooton who wrote the article jonny deep sued for libel (sun and talkradio belong to rupert murdoch's news corp) judge andrew nicol controversial cases innocent judget guilty and after many years innocented by appel trial mr david sellu november 2013 justice nicol was the judge in the trial of consultant surgeon david sellu in november 2013 sellu was found guilty of gross negligence manslaughter following the death of a patient under his care he served 15 months imprisonment of a 30 month sentence[4] after release sellu's appeal against the conviction was successful in 2016[5] the grounds for success were that justice nicol had failed to instruct the jury properly with regard to the meaning of the charge[6] the jury had returned to court before reaching their verdict seeking further guidance which was not forthcoming from justice nicol[7]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                15
what a crazy bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       14
karma is a bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         14
#amberheardisanabuser #justiceforjohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              14
she is a piece of shit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   14
who wants to see a movie with the abuser of jd? no one! she literally destroyed an innocent person's career and life with false accusationsdon't want to see her on screen!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              14
this is a question of justice!!! and justice is not middle justice but justice for all human beings that sofers in the hands of narcissists and abusers this is seriously not a jocke like amber heard is doing to johnny deep leting her go away with this is a monstrosity!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          14
the really annoying thing is that after ah loses these court cases she'll disappear for a little while then come back in a year or two all contrite and remorseful and be celebrated as a 'strong woman who 'made a mistake but was able to admit it and learn from it and come back better' and all the rest of that type of bullshit and no one will give a f@*k about how she physically abused jd shat in his bed and tried to destroy his career great to live in the time of sound bites and blip verts                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            14
support new channel #publiclettertoamberheard from a real domestic violence survivorsamber heard does not represent us men and woman of dv#justiceforjonnydeppâ‌¤ï¸ڈâ‌¤ï¸ڈâ‌¤ï¸ڈ                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         14
#cancelamber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             13
remove amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       13
#justiceforjohnnydepp #fireamberheard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    13
that bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               13
johnny deserves justice                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  13
he deserves better                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       13
everyone is on his side his ex wife girlfriends friends even amber's own parents and sister have sided with him all evidence points to amber all comments have full proof of how she is ruined his career and how she is the abuser everyone calling her an abuser coz apparently she put one of her exes in hostipital and beat up her sister and now most of jonny's exes are standing with him and most of amber's exes are standing against her doesn't look good for her all this i'm still pissed that they have ruined johnnys carres how he may not veen star in pirates of caribean how they have insteantly sacked him after accusations against him and yet when therws full proof that amber is the abuser she still has her job johnny's litterally the sweetest guy ever when he was coming out of court ppl were cheering him on and giving him flowers and he was taking the flowers and kissing the fans not long ago he dressed up as jack sparrow for a children's hospital and spent 4 hours there with the sick kids even his ex wife who knew each other for 25 years spoke out and defended him he litterally cried in an interview about his daughter being ill and how it was dark times for him alot of the media and ppl against him are using his alcoholic issue as a target which isn't fair the day that the video that amber took of him shouting and throwing shit was intact the very week his mother had just died ms he had discovered some ppl who work for him conned him out of millions of dollars and betrayed him amber litterally used him she videoed him in distress after loading millions and his own mom all in one week she used that distressed and anger to frame him it was the perfect plan now if she wins she can get millions off of him and has stolen his career and good name there's even a recording of them fighting where she says no one will believe you i'm going to use makeup on my face and post it over social media to look liek u have bruised me not exact words but that's defiantly along the lines what she said in another recording he said he accidentally scraped her toes on the door when he was tryna walk away from an argument and apologized then he bent down to pick something up and she fucking slammed the door on his head also the worst part she freaking cut his fucking finger off and had to go to hospital to get it re attached and in an interview he was described as traumatized from the insident i love how the only thing they have against jonny is him accidently scraping her toes and throwing her phone across the room when he found her she was videoing him in distress and yet what they have against her is years of abusive relationships recordings of her manipulating him videos of interviews where she litterally controlling his every move her actually fucking cutting off his finger and slamming the door in his face and yet they have the audacity to ruin this sweet mans career??? the entire and i mean the entire media is on his side they all defending him and making very clear points on how shes the abuser    13
please sign the petition to remove amber heard from aquaman 2: http://chngit/4rmtchbtjs                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  13
amber turd ًںک‚                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          13
i will stake my own life on this statement that lady amber is a bonafide sociopath through & through everything i've seen and heard about her which i've now sat and watched hours of today i've seen a mirror likeness of before she is cold calculating methodical! bitterness & resentment governs her every action and emotion johnny depp was/is in the fight of his life to escape her clutches and i fully believe one of the comments he made when he said he was scared to death and didn't know what to do he said it because he realized he fell in love with pure evil and the only escape he had would be a never ending nightmare which he's been living now for years!! he knew it and i assure you he foresaw the outcome he now fights with we have not heard the last of amber heard if we could ever a fly on the wall or secretly record what her own sister has to say about her that is where we'd find the real truth her family knows what she is and what she is capable of but say nothing b/c they are trapped in her web too! i again stake my life on that fact! here is the absolute truth about what happens when your sociopath partner knows you've figured them out you become their purest enemy & nothing is held back for them to destroy everything they can about you! and i mean everything lucky for johnny it only took him a year of marriage to figure it out and get the fock out! i bet he knows he'll be picking up the pieces of this unholy terror for a long long time to come!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        13
shes disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          12
jd is in his mid 50's a family guy with successful long term relationships with no history of violence domestic abusers have a history she has a history of it not him he has a strong sense of self that makes him incapable of it in my opinion she is clearly the agresser here                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       12
ambitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  12
amber heard is the abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                12
fuck her                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 12
ah exposing the true nature of women ًں–¤                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                12
amber heard more like amber turd                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         12
support #publiclettertoamberheard from a real domestic violence survivorsamber heard does not represent us men and woman of dv#justiceforjonnydeppâ‌¤ï¸ڈâ‌¤ï¸ڈâ‌¤ï¸ڈ                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     12
i've been in a relationship with someone this toxic i will never forget when my ex (year long relationship) accused me of cheating when i'd didn't at 24 years old i was working every day and night to pay the bills and was getting 3 hours of sleep every night from working 3 jobs she was going to school and living off of my income i got tired of it and i said if you are going to falsely accuse me of always cheating than i might as well do it anyways she pulled a knife on me in my own kitchen and told me i wouldn't live to tell the story she even asked me even if i was to stab you in 'self defense' who do you think the cops would believe you as a man or me? she even started fake crying with a knife pointed at my stomach while i was doing dishes and started talking to me as if she was speaking to cops afterwards saying things in a sobbing voice like he was coming at me and i didn't know what to do i then planned my escape that weekend afterwards and moved out bought a gun (carry it on me 24/7) and have never looked back but all i remember thinking all the time is there's women out there who are this crazy abusive and hide that they think this way they will hurt or threaten anyone to get what they want still to this day my current wife tells me i have issues trusting people (like friends and family) we even reflected and it took me about a year or two to properly fall asleep overnight in the same bed together since we've started i always tell her you would too after what i've dealt with                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       12
holy shit!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               12
evil bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               12
like bill burr said a hall of fame of gold digger if she was true then her twitter and instagram comments sanctions wouldn't be off                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      12
give johnny depp what he 100% deserves jack sparrow and hollywood he is a legend and good heart gentleman and please never ever take him down again thank you open world and all of the good heart people                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                12
she knows she knows oh i oh i i i well alright oh i oh i i i well alright damned if i do damned if i don't you know i got a girl back home you got a man what you want what you want what these bitches want from a nigga on some dmx shit i know them other niggas love tricking on some bmx shit but not me now i'm sure you done heard about me a black star mos def kweli good southern bad hoes try me they try me this is martin luther king in the club getting dubs with a bad bitch in his ear sayin' she down for whatever in the back of his mind is coretta she knows she knows and i know she knows and i know she knows and deep down she knows she knows and i know she knows and i know she knows well alright oh i oh i i i i can't be what you want from me well alright oh i oh i i i i can't be what you want from me well alright damned if i do damned if i don't i'm passing up on bad hoes trying to be the man that she want what she want what she want from a nigga to put a ring on it got a bitch on my dick right now and she just want to sing on it got me up so high trying to get a piece of that apple pie i be up so high trying to get a piece of that apple pie dancehall vibes with my pants on fire 'cause i told her i was sleeping 'cause i creep with this pretty young thing that i chose that she could be doing the same thing i suppose she knows she knows and i know she knows and i know she knows and deep down she knows she knows and i know she knows and i know she knows well alright oh i oh i i i i can't be what you want from me well alright oh i oh i i i i can't be what you want from me well alright my niggas say turn up hoes say turn up only bad thing about a star is they burn up niggas say turn up hoes say turn up only bad thing about a star is they burn up rest in peace to aaliyah rest in peace to left eye michael jackson i'll see ya just as soon as i die got me up so high trying to get a piece of that apple pie i be up so high trying to get a piece of that apple pie got me up so high trying to get a piece of that apple pie i be up so high trying to get a piece of that apple pie well alright oh i oh i i i i can't be what you want from me well alright oh i oh i i i i can't be what you want from me well alright                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   12
amber heard should be in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            12
stupid bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             12
clown                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    12
¼ï¸ڈ¼ï¸ڈplease sign the petition to remove amber heard from aquaman 2¼ï¸ڈ¼ï¸ڈ¼ï¸ڈ https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?utm_content=cl_sharecopy_14451136_en us%3av3&recruited_by_id=ea19f730 3700 11eb a503 4b8bef237d38&utm_source=share_petition&utm_medium=copylink&utm_campaign=psf_combo_share_initial&utm_term=psf_combo_share_initial                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        12
remove amber heard people (myself included) won't watch it because of her and that will be a shame for the other actors                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  12
thanks must be given to the sun for ensuring the entire world knows the truth and integrity of johnny depp and ensuring that her future case is now doomed along with her reputation and entire career oh and her future stay in prison for perjury extortion blackmail domestic violence plotting and conspiring with friends to stab him fabrication of evidence falsifying documents to us homeland security us immigration and australian government ps please go to change org to sign and share petition against ah being in aqua man ii it's the least we can do                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  11
deep kills river phoenix                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 11
i hate this bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        11
because she is a woman                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   11
Name: text, dtype: int64


df_neg.text.value_counts()[180:].head(60)

disgusting!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          11
petition to remove amber heard from aquaman 2 http://chngit/6mkpvp5krm  2nd petition to revoke her title of ambassador of womens rights http://chngit/tj9zqwts9c                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     11
domestic abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      11
liar!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              11
johnny depp deserves better                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          11
amber did abuse here other ex partner also so ther is proof she needs to be put down and depp needs to get back in pirats and fantastic beast                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        11
isn't it ironic when it was tapes of her admitting to abuse the media was silentbut when johnny sends a couple texts that are followed with a text admitting he would never hurt amber and he's just under the influenceits all over the media? definite agenda here i see what you are doing mediayou sexist tools!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                11
amber heard is an abuser!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            11
amber bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          11
stupid movie                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         11
what a bitch!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        11
she is a bad liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    11
liar turd                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            11
go to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           11
she belongs in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  11
exposed!!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          11
amber is the abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  11
all the homies hate amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      11
hope his team will be loyal until the end as rupert murdoch owner of sun talkradio and many other newspapers he is a very influential and powerful man in europe maybe in america is well nowadays people do anything even kill their own family for money it is published by the news group newspapers division of news uk itself a wholly owned subsidiary of rupert murdoch's news corp since the sun on sunday was launched in february 2012 the paper has been a seven day operation judge andrew nicol's son robert palmer works @ talkradio uk talkradio employs dan wooton who wrote the article jonny deep sued for libel (sun and talkradio belong to rupert murdoch's news corp) judge andrew nicol controversial cases innocent judget guilty and after many years innocented by appel trial mr david sellu november 2013 justice nicol was the judge in the trial of consultant surgeon david sellu in november 2013 sellu was found guilty of gross negligence manslaughter following the death of a patient under his care he served 15 months imprisonment of a 30 month sentence[4] after release sellu's appeal against the conviction was successful in 2016[5] the grounds for success were that justice nicol had failed to instruct the jury properly with regard to the meaning of the charge[6] the jury had returned to court before reaching their verdict seeking further guidance which was not forthcoming from justice nicol[7]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        11
no shit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              11
amber can go to hell                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 10
fire amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           10
shitty movie                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         10
she is disgusting!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   10
thanks for the comments love and support may god continue to bless you some more and you can always text me on my private tour mail or burner cell number: echurch522@gmailcom +1 (770) 852 5981                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     10
expose                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               10
http://chngit/9zdwzmfwjk heres the petition                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          10
bed shitter                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          10
her insta post is pr to boost her public image all i read is she is excited to share this news but it seems to be about: i decided i wanted my terms i now appreciate i hope a part of me wants i also get that the nature of my job compels me to take control of this(wtf this??? it's a baby not a prop you fricken moron) she is the beginning of the rest of my life(another wtf for the next 20 years its our lives not yours) i i i me me me see a pattern? i truly hope this baby gets love and won't be abused as it appears that amber does to everyone she has close contact with                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         10
fuck amber heard all my homies hate amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      10
sign the petition to remove amber heard from aquaman 2 changeorg https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           10
i will never watch a movie with amber heard i won't support an abuser and a liar #justiceforjohnnydepp #johnnydeppisinnocent                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         10
i wont be watching aquaman 2 as amber heard is not fired from the cast mr depp lost his part in fantastic beast and his role as the jack sparrow because amber heard falsely accused him there are mountains of evidence pointing towards amber heard yet she lost nothing i wont be watching aquaman 2 i hope you guys will sign petitions or protest by not watching it too #cancelamberheard #justicforjhonny                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     10
thanks to the sun for ensuring the entire world knows the truth and integrity of johnny depp and ensuring that her future case is now doomed along with her reputation and entire career oh and her future stay in prison for perjury extortion blackmail domestic violence plotting and conspiring with friends to stab/kill him fabrication of evidence falsifying documents to us homeland security us immigration and australian government ps please go to change org to sign and share petition against ah being in aquaman 2 it's the least we can do                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         10
play stupid games win stupid prizes                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  10
for anyone wondering about the petition here it is: https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        10
bull shit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            10
objective analysis i have found; live abuse free (therapist) lost beyond pluto (lawyer) debi doom (lawyer) thatumbrellaguy stevie j raw incrediblyaverage yellow flash spiritually empowered coaching ehacker come geek some entertainment and star wars                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             10
amber heard is disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            10
absolutely disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                10
i will never watch a movie with amber heard i won't support an abuser and a liar #justiceforjohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               10
the entire point of life: jesus did not come to be served but to serve mathew 20: 28 we are no different this entire life is a representation of the spiritual warfare going on good vs evil god isn't a flying man in the sky but the actual representation of love hope joy peace light etc not metaphor but literally like an extra demintional wavelength of thought emotions and intent the devil is the opposite wavelength pain fear hate anger darkness etc human life is serving one of these two not a man in the sky actual sentient collective universal love however humans are primatives we make mistakes it's in our nature since the fall to go down the wrong path this means at some time each one of us has served darkness to some degree god understands our limited understanding of our own actions so he gave us forgiveness though sacrificing himself in human form as jesus christ it is our duty to accept that sacrifice get the forgiveness and be better helping others be better and spreading this wavelength of love hope joy peace light etc thoughout the universe but god had to make a way for us to get to this place spiritually this is why evidence is not allowed evidence will make you believe using the fear of absolute punishment to change your behavior but that won't make you better just scared faith makes you better it is what redeemes us not our works faith is the hope that things get better that justice always prevails that we are at least loved by our creator but it has to be faith in jesus because of his sacrifice and there can't be evidence to point us to him because love had to be fair if there were a code in our dna what about everyone born before genetic sequencing? if there were a book with the solar system thosands of years ago what would stop an evil person from hiding/destroying it? if it were something you had to go to what about the geographically isolated imprisoned or enslaved if it were a train of logic what about the uneducated or mentally slow? not to mention all the people born before schools love cannot give to one without giving to the other so the key to salvation had to be something everyone has access to the only thing is faith this is why god puts it upon your heart to learn about these things even if it's only to criticize or hate god is everywhere because love is everywhere and so is the devil because hate is everywhere they are in your head all the time regardless of weather or not you accept that they whisper inside your heart giving you ideas but more than that they are inside everyone's heart this is how they get things done they corrordanate us like pieces on a chess board the only difference is we get to chose who's side we are playing for at the end of our life we go to that team's home base heaven or hell a place where all that exists is those wavelengths hate pain anger fear darkness; or love hope joy peace pleasure light the choice is yours to make but you cannot go to heaven with hate in your heart you must forgive repent and spread joy for those around you these are sentient eternal controlling forces in our universe heaven and hell are very real places i've seen them those steps prime your soul for a meeting with god very literally once you've done all four in that order you get divine revelation with all the evidence you'll ever need they are forgive your parents brake down before jesus ask for forgiveness and read the bible step four takes three books to get the revelation i recommend genesis mathew and then either luke psalms or proverbs the order of the steps is important step 1 has to come before step 3 i can state that for an absolute certainty that these steps always work please take your salvation seriously see for yourself do those steps jesus christ is lord it's all true    10
burn                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 10
piece of shit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        10
good shit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             9
amber liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            9
http://chngit/9zdwzmfwjk petition link                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                9
amber turd is a horrible human being                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  9
she needs to be fired                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 9
http://chngit/dxffxqpdbr link for the petition to kick this bitch out of aquaman 2 lets do what she did to depp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       9
amber heard is a piece of shit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        9
my homer is not a communist he may be a liar a pig an idiot a communist”but he is not a porn star! abe simpson                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        9
#boycottgully#amberheardisliar#domesticabuse#narcissisticabuse #justiceforjohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  9
amber the abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      9
fuck amber heard!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     9
abuser!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             9
she deserves to be in prison                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          9
shes a liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           9
amber heard is a lair and manipulator!!! she should be fired from aquaman 2!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         9
dc is shit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            9
Name: text, dtype: int64


df_neg.text.value_counts()[240:].head(60)

disgusting person                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      9
abuser!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               9
johnny deserves better                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 9
their counselor confirmed amberت»s a narcissistic sociopath                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            9
she abused him                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         9
shut up abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         9
she abused johnny depp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 9
she should be jailed                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   9
she deserves jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      9
amber is disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    9
please sign jonny depp's new petitionlets bring him back http://toolustscom/24328775/jonny depps and amber new petition                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                9
gold digger!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           9
boycott amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          9
what a shit movie                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      9
she is batshit crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   9
wtf is this shit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       9
https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?recruiter=1213486670&utm_source=share_petition&utm_medium=copylink&utm_campaign=share_petition&utm_term=share_petition                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       9
changeorg/p/dc entertainment remove amber heard from aquaman 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         9
you guys really need to do the music video of the band/ five finger death punch and the song is called wrong side of heaven i think every american should watch this video !!!!!! this will get to you #help the troops                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                8
she is a domestic abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               8
what a disgusting person                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               8
time to #cancelamberheard #johnnydeppdeservesjustice i can't believe @wbfired jd over lies yet kept abuser @amberheard & promote her yet evidence is against her she abused & lied #fireamberheard fair is fair @warnerbros shame on u @aclu @elonmusk #boycottgully & #aquaman2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       8
4 petitions on change org: https://wwwchangeorg/p/american civil liberties union aclu revoke your title of ambassador for women s rights from amber heard https://wwwchangeorg/p/united nations development programme remove dishonorable amber heard from 9th annual social good summit 2018 https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 https://wwwchangeorg/p/l or%c3%a9al remove amber heard as l or%c3%a9al spokeperson                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             8
a narcissist                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           8
she needs to go to to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             8
so stupid                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              8
amber files for divorce 2 days after johnny depps mother died!!! gold digger!!! will never watch her movies !!! she ripped his finger off!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           8
johnny : i ddnt hit her    its not true    its bullshit    i ddnt hit her    i did not    oh hi mark same case (tommy wiseau/james franco the disaster artist)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         8
scammer                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                8
i hope she gets what she deserves after that                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           8
she has bpd many therapists and pychologists have even even done videos to this she is classic borderline she is needy and insecure and has mood swings based on how she grew up and was raised and he core stems from fear rejection abandonment and has issues with emotional deregulation and was never given skills to know how to express herself she needs help but she is a true borderline understand the core content of a borderline is nothing like someone's with narc traits at all she clings to him and she needs him to not leave her in the middle of fights and she needs him to talk to her or she gets anxiety those are borderline issues steming from her fear of him leaving her in an argument so she doesn't know how to emotionally react properly and it triggers her fears she is a borderline not a narcissist even though traits overlap her core content is fully anxieties fear depression and anger cuz shes insecure and fearful and scared a lot and depp has narc traits that's why there are this way together    8
she deserves to be in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             8
abuser turd                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            8
amber heard is a gold digger                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           8
amber heard is a narcissist                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            8
amber heard is a disgusting human being                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                8
shut up and take my money                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              8
i hope you put the same energy for those actors who have been proved to rape and violent women (who after all these years are still out there making movies/songs) disgusting pigs                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     8
she is a narcissist!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   8
looks stupid                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           8
this woman is disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               8
boycott aquaman 2! #no offense meant jason # bec of amber turd # rotten being # justice for johnny                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     8
i signed the petition                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  8
psycho bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           8
she is bat shit crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  8
boycott amber turd                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     8
i urge everyone who loves johnny not to go to the premiere of the film! russia won't even give you $ 1 no one in our country will go to see this movie everyone here voted against amber heard you will be left without money remove amber from the movie we love johnny depp we are not going to the premiere!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      8
a public letter to amber heard from real domestic violence survivors https://youtube/3dqld54iefe amber heard you don't represent men or woman of dv#justiceforjonnydeppâ‌¤ï¸ڈâ‌¤ï¸ڈâ‌¤ï¸ڈâ‌¤ï¸ڈ                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        8
she deserves prison                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    8
stupid amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           8
amber turd 'nuff said                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  8
https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?recruiter=1213486670&utm_source=share_petition&utm_medium=copylink&utm_campaign=share_petition                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               8
she is a pathological liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             8
just signed the petition                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               8
i love your caring for the community and people out there going through a hard time and i really appreciate your spot on and thorough videos dissecting the horrific jd v/s ah case and exposing ah as a liar and an abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            8
no shit sherlock                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       8
you are an abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      8
jail her                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               8
this deserves more recognition                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         8
#ambertheabuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        8
Name: text, dtype: int64


df_neg.text.value_counts()[300:].head(60)

scamber turd!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      8
she is absolutely disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       8
let me know what you think! ًں’• don't forget to like & subscribe! ًں’• âک†other platformsâک† ¢odyssey: https://tco/ywkf2d2app?amp=1 ¢rumble: https://referralrumblecom/dszvtp5hnxylxql89 ¢backup channel: https://wwwyoutubecom/channel/uct4dtz67qo3xwqsimqjrnja ¢bitchute channel: https://wwwbitchutecom/channel/a3wbpaazrkwn/ âک†support the channelâک† ¢become a member today!! https://wwwyoutubecom/channel/uc8agq7bm x4tegcvqonvnpw/join ¢if you want to support my channel please check out my patreon and subscribe star below: ¢patreon: https://wwwpatreoncom/user?u=21542407 ¢subscribe star: https://wwwsubscribestarcom/nerdettesnewsstand                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    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omg! bs he's just hiding that he's totally fucked up right now like he always is! he's a fucking raging alcoholic n u ppl think it's so 'cute'such a funny character n that''s how he gets away w/it it's not amber's fault the studio's are on the outs w/him alone! the studio's are fed up w/him showing up late on set then drunk too! nor that his finances are in the shithole bc he spends like a madman etc!!! they are not surprised about the charges! he was fine when he was younger he does have a serious serious drug/alcohol prob and u all don't even see it!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     8
batman got bitch slapped                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           7
why isn't she in jail?                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             7
she should be fired                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          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she needs to go to prison                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    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if a man beats while being verbally abusive towards his wife she can kill him and call it self defense! it's happened more than you think he's called a monster and he's got what was coming nobody misses sleep over it but if a woman is abusive in more ways than one meaning physically damage and property damage he can not make threatening remarks about killing her while in the moment of abuse? or he's labelled that of the abusive bad guy by men and woman wow when did assault on women become greater than actually assaulting a human individual? please woman are the reason for this and why its the normal to not hit a woman or else but nobody ever says shit when females abuse children! why is that? if the out look is that men or stronger wouldn't be the same level of harm for a mother and child                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     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pathological liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        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what a shit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         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summed up in one word she is a narcissist it's his fault and his responsibility to control her behavior yet she leads women movements accountability is never in her court she is so delusional she thought by recording these conversations it would vindicate her behavior this is how people like this justify their life decisions she is sick obviously prior to this relationship and is forcing him to be responsible for healing her although he's an actor not a therapist i feel bad for this guy this happens all too often cause these women have lived a larger part of their lives in situations where they escape accountability constantly women like this destroy everything and i'm not just talking about empires or careers they destroy entire people both mentally and socially and where is the bloodthirsty media now? i'll tell you where it doesn't fit into the current race war/men are toxic narrative they've been busy pushing meanwhile behind closed doors sick women are taking full advantage of the situation by enslaving and destroying entire lives when women are dealt a bad hand they are much more likely to regain their footing because that's how our societies system is set up this is not true for men it's 5 times harder for men to regain their lives in this climate and that doesn't even reflect the mental damage that's been done                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  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#justiceforjohnny #amberheardisanabuser #amberheardisaliar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               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cancel amber heard!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          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now no ones gonna watch her shameless and cheapest gold digger ever seen hey film industries directors producers don't waste your money in making a film with her because no ones gonna watch it she doesn't ever deserve our hatred she is just nothing we all support johnny we all love you johnny !!!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        7
such a bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             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shit film                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           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sorry for all the other actors in this film but unliked this due to amber heard she is a fraud liar and a fake person due to her lies she is hurting the plea of women that are really being abused                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      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scamber turd ًں’©                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        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what a liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  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details on amber heard's domestic abuse arrest revealed https://wwwyoutubecom/watch?v=81mnraxlbee as many of you might know by now amber heard has a reported history of domestic violence including a time when she was arrested for allegedly assaulting her ex wife tasya van ree at seattle tacoma international airport in 2009 now the details of the incident are finally getting attention in the media                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    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the judge ruled johnny depp assaulted amber heard on 12 different occasions and put her in actual fear for her very life on 3 different occasions in a court of law he is considered a wife beater and the sun is perfectly in the right to call him so our dude is greasy he needs to take a gd shower and go to rehab before he dies from $30k a month worth of wine pills ecstacy and cocaine he seems awkward in public because he's intoxicated drugged and drunk to the very extent to which the human body can withstand you'd be awkward too if you had been awake 3 days snorting powder pills wine 2 bottles of champers on the plane probably the same plane he admits to attempting to playfully tap kick amber on the ass during an argument as she was walking away can you imagine if your husband tried to kick you during an argument as you were walking away?! the witnesses to the event said that amber continued to walk off crying if that was me i would have wrecked that entire plane into the ground to get to his wasted ass if my husband was as disrespctful of me his life partner as jd was of his wife and life partner ah all these jd ass kissing videos with lies about amber and the case clickbait that i've watched never bring up the fact that amber only started recording the things he did because the next day when she had to tell him what he did and said and how much it sucked for her when he was black out wasted he couldn't remember anything! there's probably a reason jd couldn't get vanessa to marry him he's a disaster a walking drug overdose the last person that can be a good husband ladies that have been in a marriage with someone that was constantly drunk and drugged was it a decent marriage? was he a decent competent husband or was he very sick toxic to his marriage and to you and need psychiatric care? did you feel more like a babysitter than a wife? jd needs to go straight from the courtroom to his room in a rehab in my opinion and i'm sure many psychiatrist's opinions are well smfh$30k a month on 'wine' btw to deny to himself how big a problem he has he claims the wines he buys are investments his accountants counter that it's not an investment if you drink it as soon as you buy it ًں¤¦ًںڈ»چâ™€ï¸ڈ he's really gone downhill i know he was always a drug addict and an alcoholic but now that he's 60 it's really starting to show i don't think he's gonna live much longer abusing drugs and alcohol to the extent he doeshe's pushing 60 partying like a 24 year old shame huge shame he is one of my favorite actors and i don't believe in enabling and letting people remain in denial about their substance abuse disorder until it kills them why doesn't vanessa and or his daughter and son stage an intervention for their father or the father of their children??! will he rough them up too if they said something like what he did to a when she tried to intervene? ignoring this will not make this go away but it will make him go away forever this is how people die he needs to address this issue his family needs to take him for a 9 month in patient stay at betty ford no more going to the bahamas to his private island to dry out he needs to be in an actual rehab that uses intensive therapy all day and mental health medication therefore he has to have doctors and he needs to stay inpatient for at least 6 to 9 months no jumping over the fence after less than a day and going home and doing an huge shot to the arm and then a shot in the head like kurt we've seen this happen to all of our heroes we cant let it happen again to jd!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     7
johnny depp deserves justice                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 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bitch is crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               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https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 sign the petition for remove her from aquaman 2 because she not worth at all stay strong jhony justice for u                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       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liar liar liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      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amber heard in aquaman rumours of amber heard being fired from the aquaman franchise have emerged again but they are reportedly not true several reports of amber heard being fired from aquaman 2 have emerged online leading the actress to trend on social media the reports have been debunked by the hollywood reporter staff writer ryan parker who took to social media to state he's been told by a reliable source that the reports of heard's alleged firing are inaccurate following the emergence of the reports on sunday parker tweeted told by a reliable source that reports of amber heard being fired off aquaman 2' are inaccurate told by a reliable source that reports of amber heard being fired off 'aquaman 2' are inaccurate” ryan parker (@theryanparker) february 28 2021 amber heard strongly reacts to 'paid campaign' for her removal from aquaman 2 johnny depp wants defamation trial against amber heard postponed as it clashes with 'fantastic beasts 3' shoot this is not the first time rumours of the actress being fired have spread seemingly stemming from her public legal battle with ex husband johnny depp both depp and heard have contested the other was physically and verbally abusive during their relationship depp has already been fired from warner bros' fantastic beasts franchise which also caused some to wonder why heard wasn't receiving the same fate reported heard plays xebellian princess mera in the dceu ever since her first appearance in 2017's justice league she went on to have a prominent role in 2018's aquaman and will reprise the part next month for zack snyder's justice league                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               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#removeamberheardformaquaman2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            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let's drown her before we burn her     johnny depp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       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this looks like shit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     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21052016 ر‚he guards of the actor jerry judge and sean belt said that they were in the hallway of the star couple's house when they heard amber heard screaming: stop hitting me just a second later they were at the scene and saw johnny depp in the kitchen and his wife on the couch in the living room there were at least seven meters between them the bodyguards also emphasize that during the fifteen months of marriage it was heard who most often initiated conflicts it was she who threw various objects including bottles at her husband in anger and sometimes they had to drag her away from depp by force the owners of their house on broadway claimed that amber had no signs of violence two days after the incident and they even complimented her that she looked good she was not wearing makeup and there were no signs of violence the lawyer who lives in this building said that two concierge said there were no signs of violence one saw her on may 23 2016 the other on may 25 2016 moreover on may 22 2016 amber was at a party with her friend amanda de cadenet smiling and taking pictures with the guests: needless to say this photo posted by one of the guests in insta was deleted the next day                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          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she is a terrible liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              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https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?recruited_by_id=fb12f490 244c 11eb 9f12 4d18c74b7bc0&utm_source=share_petition&utm_medium=copylink&utm_campaign=psf_combo_share_initial                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        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this is bullshit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         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amber heard is a domestic abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  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she was the abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                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#devilwoman #jailamber #queenofstupid #freetheinnocent #justiceforjohnny                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     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the claim to have donated the money is the reason people bought her lies basically she can't be a lying manipulative gold digger since she gave away the entire divorce settlementso in a way the lie makes it worse                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       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she is a complete narcissist                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 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johnny and amber are both violent people johnny depp was sued for attacking a locations manager on a film set https://varietycom/2018/biz/news/johnny depp location manager 1202868748/amp/ ellen barkin claims depp threw a wine bottle across a hotel room during a fight https://wwwdnaindiacom/hollywood/report never abused amber heard or any other woman in my life johnny depp tells uk court 2831387/amp johnny depp assaulted a man in canada in the 80's who asked a group of people to leave a party at a hotel https://wwwupicom/archives/1989/03/10/depp stuck/6813605509200/ johnny depp was arrested for threatening people in london in 1999 http://newsbbccouk/1/hi/uk/269156stm johnny depp sued by his bodyguards for being violent toward them and forcing them to transport narcotics for him a recording in july 2016 can hear depp saying to amber: i headbutted you in the forehead that doesn't break a nose                                                                                                   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fuck amber turd                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    7
@ christina taft oh shut up                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      7
amber heard is an abuser no thanks hollywoke                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      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bullshit!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                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good she deserves it                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              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what a fucking bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                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god is good all the time is good please repent god is coming repent god is coming god loves you and he cares about you and he does not want you to go to hell i do not want you to go to hell he loves you so much repent and ask for forgiveness god is coming rapture is coming jesus is coming jesus came as a lamb 2000 years ago to die on the cross of calvary for our sins now he will come as a lion and he will take his people and he will leave the unbelievers disobey as i did not obey his laws but not obey his word he will leave them and they will suffer the apocalypse please do not worship satan do not listen to satan's whispers do not listen if your flesh and satan is telling you oh you should say oh you should do this ignore it ignore it you should not allow satan to take over your life please surrender and give your life to jesus christ god loves you and wants the best for you please pray for forgiveness and repent i recommend you to watch lion of judah this youtube channel will inspire you to strengthen your life with jesus you to put your faith love and trust into jesus not for what he will bless you and not for what he will give you not for what benefit you but you love him for him just as he loves you for you he did on the cross and rose from the dead 3 days later for you didn't have to be nailed but he chose to be nailed for you and even before before the apocalypse come he was an angels he will send his profits to preach the word of god that's how much god wants you to saved he wants you to be safe so much that he took the extra measure to die on the cross for our sins and he also took the extra measure to make sure before he comes he will send prophet and angel still preached the word and show miracles do incredible miracles because it says in revelation and anybody that will insult will do bad things fire will come out of their mouth and devour them please god loves you he does not want you to suffer the apocalypse he said he will not make it rain fire nor will he make the world flood please listen to him listen to god not satan listen to god not satan listen to god not satan satan is terrible he is bad he is stupid he is revolting and disgusting but god god is the opposite he is all merciful loving he's great he is all powerful all worship and i praise to god jesus christ so powerful he's all merciful he loves you he's on the post it on the present and on the science guy god is the great god god is good all the time god is good god is good god loves you he cares for you satan did nothing for you he hates you but god loves you love god god deserves all the worship in the world know any who what where when how can come to compare to jesus christ nothing and i said nothing no one no thing no whatever no one is compared to god in the whole universe god is the creator of the universe god created everyone and he created you he created gold and he created everything ok!do not worship anything else than god i say do not worship anything else that jesus christ of nazareth surrender your life to the holy spirit surrender and give your life to the holy spirit because the holy spirit wants to bless you with the knowledge and understanding so you can preach the word so you can tell so you could inspire your loss brothers and sisters to give their life to christ if anybody tells you different ignore that ignore them because they do not believe please god loves you god is coming we may not have a 2022 we may not have a 2023 believe in what i'm saying please listen to god give your life to god and surrender your life and your soul your spirit and your heart to god jesus christ and the holy spirit because the holy spirit wants to bless you and give you everything god does not want his children to suffer god wants you to prosper ok god wants you to prosper please listen to what i am saying do not put your faith and trust me i speak for god i speak with god i do not speak against god i will never speak against god ike will speak for god i am a soldier of christ and i fight for christ and we are in the spiritual warfare please put the full armor of god if you do not remember the whole armor of god put on christ because he has peace because he is righteousness because he's everything that you need he is a shield of faith put on christ love christ surrender your life to jesus christ do not put your faith and trust in me put your faith and trust in the lord god is coming give your life to him while you have time i speak for christ i fight for christ i will never fight against christ i will never fight christ i will fight for christ and i will fight by and i will fight with christ be like you know be like a lighter they walked with christ with faith they did not walk ahead they did not walk behind they do not walk after they do not walk before they walked with christ and faith and they walked by christ and faith give your life to god worship and surrender to god do not put your faith and trust in me put your faith and trust in the lord for god is coming he loves you please please please your time is running out god loves you and so do i does not want you to go to hell god loves you and he cares about you please repent and ask for forgiveness all these false religions and false god's are wrong like muslim religion buddhism they are all wrong attack me if you like i speak the truth god almighty heavenly father should be your god not satan not allah but god and jesus christ should be your savior not muhammad?!remember gods not dead he's surely he's living inside roaring like a lion    7
what a disgusting human being                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            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holy st amber has a borderline personality disorder i was married to a super beautiful woman just like amber just brown colombian for 8 years and it was 8 years of hell (we have 2 kids together so i had to put in the time) my ex wife got looked up in the looney bin for 2 weeks where the psychiatrist told me she offers from borderline personality disorder and what jonny is saying he went through it's clear as crystal that amber has bpd my wife was very fiscally and verbally abusive against me and everything wrong in the world was my fault all the time she was either super happy and smiling making the world fall in love with her and did switch to the worst bitch ever for the smallest thing it was hell!                                                                                                                                                                                                                                                                                                    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she is going to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     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the other side of the evidence (that depp might be at least partially guilty) a recording in july 2016 can hear depp saying to amber: i headbutted you in the forehead that doesn't break a nose johnny's security guard jerry judge could be heard on the five hour recording taken in the house in australia saying that he saw cuts on ms heard's armsand amber had permanent scars on her arms johnny said in a text that his severed finger came from him throwing a bottle but now says it was amber there is a tape of johnny's witness saying that they were pressured to give evidence for him a nurse who saw amber just after she said that johnny had attacked her noted that she had bleeding to her lip make up artist melanie inglessis said she helped amber cover up bruises and marks before the james cordon show ambers neighbor says she saw her with injuries the night the police were called raquel pennington told him mr depp had 'shoved her' and he 'got angry' and went and 'banged on the door' of another apartment before going back to his own joshua drew said to johnny's bodyguard something like 'he beat the shit out of her again and you guys stood by and watched it' and he responded it's not his business they are husband and wife smack the ugly cunt around ellen barkin claims depp threw a wine bottle across a hotel room during a fight with friends depp man in canada in the 80's who asked a group of people to leave a party at a hotel and was arrested for threatening the people in london in 1999 threatened johnny's manager texted amber manager when i told him he kicked you he cried it was disgusting and he knows it screen shots of staff supported amber and said she was kicked hit and crying but they were too afraid to witness screenshots آ https://drivegooglecom/open?id=1gy4pw8yopvsy3t2vzs_zqp_9_ fmywieآ andآ https://wwwyoutubecom/watch?v=u2qfcfd 5c8                                                                                                                                            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she is bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             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its not real he isnt in jail this guys is making shit up and saying hes in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    7
covert narcissist                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        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#justiceforjohnny amber heard deserves jail!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 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Name: text, dtype: int64


df_neg.text.value_counts()[360:].head(60)

jail her!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                6
they won't believe you because you are a man amber turd a poc                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            6
video of amber heard physically assaulting johnny depp warning it's kinda sadًں’” https://youtube/kjlkylxfoy8                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            6
burn in hell amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       6
she should go to the jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                6
she needs jail time                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      6
https://wwwyoutubecom/watch?v=xrexnry04ik&t=2s connecton between warner bros and the sun exposed https://wwwyoutubecom/watch?v=lpknbpe8jro connection between the judge and amber heard exposed #justiceforjohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    6
fire amber heard!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        6
cgi looks like shit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      6
shite                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    6
they are trying to remove this petition on changeorg as it's signatures been going up if you feel injustice please sign https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?redirect=false                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         6
throw her in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        6
i study personalities and have been studying johnny through all of his interviews and the way he perceives life and etc johnny is incapable of hurting someone he's just a naأ¯ve fool that believes in love and got trapped by it he has obsessive problems where he can get easily addicted to something be it drinks drugs or even the person he care for but he has a huge moral compass where he don't mind destructing himself but never others that's how people of his personalities operate they stick through any abusive relationships like a lost child things to note is that amber has a history of physical abuse with her ex tasya while 3 of johnny ex'es allison paradis and ryder have gone public on how johnny is incapable of such thing a person's history will tell all about them                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               6
#boycottamberheard get that trending!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   6
send her to prison                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       6
you are a liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           6
you mean amber turd                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      6
that bitch is going down                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 6
once a liar always a liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                6
do not spend even a cent on aquaman2 if that abuser's face is on it                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      6
she is a disgusting human being                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          6
when you listen to the entire recording amber heard is like a ranting psychopath she admits over and over at throwing multiple items at johnny as well as punching/slap punch (or whatever other violence she admits and inflicted on johnny this recording is the classic abuser not allowing him to talk blaming him for walking away after being hit come on guys not once does amber say that johnny hit her and she tries to download her obvious violence to johnny johnny is a part of the me too movement not amber amber reminds me of the character that sharon stone played in basic instinct the beguiling beautiful manipulative evil psychopath any psychiatrist or psychologist that hear's the entire recording knows absolutely that johnny is innocent men get abused too ive read all the messages between ambers mother and father to johnny and he remained the gentleman and the parents of amber telling him they love him but i guess that one too many punches to johnny did it i dont believe a word of amber heard she is a classic gas lighting abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       6
amber heard should be in prison                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          6
shes a bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             6
i apologise for the delay in responding yt have a habit of hidingvideos from me it took a month for them to show me this video i'm not surprised (1) i am trained in law which includes criminal law (2) i worked in a law firm for a few years (3) my training in criminal law instructed me that certain behaviours are a man thing and only a man thing (4) this gendered perspective within the legal system aligns with the judge's ruling (5) this gendered belief is consistent with the united nations and i encourage you to search the topic (6) i said prior to the ruling that it was a significant case because it would open the flood gates that male survivors exist (7) a search across the internet tells us there is a blanket ban on condemning female abusers and male survivors (8) that blanket media ban corresponds with government policies across the western world including specific legislation that allows for prejudice by sex in all areas of society (including government) (9) it is my honest belief the legal profession is in serious trouble because it is entrenched in ideology concepts like equality before the lawhave been strangled by ideology such as feminist law (which is a genuine discipline of law and many text books exist on the topic) (9) if you believe there is a slow march through the institutions (which i do) the legal profession in experiencing the same i apologise for repeating this comment but youtube are shadow banning me and deleting comments because they don't like some facts on this topic this narrative is controlled tightly i have posted many references (measurable facts with figures) that keep on being censored i am hoping this may get past the youtube blanket ban (it probably won't) i'm tired of some abusers being given absolute immunity based on their biology    6
i hate that bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        6
natalia kills problem                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    6
the lion the witch and the audacity of this bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        6
she is full of shit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      6
#justiceforjohnnydepp #ambertheabuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    6
i hope she gets fired                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    6
i hate this woman so much! she is a damn viper! it was a loveless marriage on her part everything indicates that he devised a plan to destroy mr johnny depp's successful career a plan that consisted of getting married for a short time asking for a divorce accusing him of domestic violence depp's dedication and professionalism ah wanted to destroy a kind man who is also an excellent actor this ordinary woman is a horrible actress without talent it is beautiful on the outside but on the inside it is horrible it has a very black very dirty interior that negates the physical beauty johnny depp is my favorite actor! he is a mature handsome and sexy man desired by millions of women around the world! so many that they would love to be in the place of this sick woman his mistake was marrying a narcissistic psychopath she is completely crazy justice for johnny depp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     6
jd is no angel when drunk! #domesticabuse https://wwwyoutubecom/watch?v=ehnkxb99li8                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      6
hagamos justicia: https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              6
gold digger bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        6
why are the words violent and abusive censored?                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          6
she is a classic narcissist                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              6
part of the shit part of the poo                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         6
such a liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              6
https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?signed=true                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    6
narcissistic sociopath                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   6
malignant narcissist                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     6
domestic violence is a crime                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             6
amber the liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           6
give johnny depp what he 100% deserves jack sparrow and hollywood he is a legend and good heart gentleman and please never ever take him down again there are lot of people from all of many sides of the world waiting to see johnny depp and impress again about thank you open world and all of the good heart people                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 6
i wrote on johnny depp's facebook my love and sweet man johnny depp i've been thinking of something to defeat amber heard the great liar and psychopath we will win in virginia in 2022 think with me could it be that the places where you and amber were had a camera inside your house or in the establishment where you were in australia? because you know go search the cameras and do an investigation in silence without anyone knowing and take a copy of the images of her throwing pots at you punching you in the face hitting and hurting you and save your reputation in all world! that way it can be a winner because the cameras do not deceive and it is more than a photo that can be a lie as amber did and premeditated everything! the footage of the physical and verbal fights should be shown the feces on the bed too anyway show it all at the virginia court of law and don't waste time go through evidence to amber heard to get dismoralized only with evidence and not with words can you beat amber what's more the judgment is physical violence and it has nothing to do with adultery the court of justice only judges one thing at a time don't take any offense from amber heard and her sisters and friends they are evil characters and they will never be above good and evil we are going to win this war because with psychopaths it has to be that way for me i would have banished them all from planet earth!                                                                                                                                                                                                                                                                                                                                                                                                              6
she needs jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           6
send her to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         6
amber was the abuser justice for jd ًں™ڈ                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 6
#fuckamberheard #justiceforjohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    6
#flushamberturd                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          6
eating is so she gets time to think and make up her bullshit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             6
stupid girl                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              6
liar!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   6
shes a narcissist                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        6
she is a liar!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           6
if you are falsely accused by someone put the evidence on youtube twitter instagram and facebook and promote it for millions of people to see and we will heckle the accuser for the rest of their lives till death                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      6
prison                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   6
dumb bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               6
shit song                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                6
Name: text, dtype: int64


df_comments.text.value_counts().head(30)

they won't believe you because you are a man she is not a victim                                                                                                                                                                                                                                                                                      43370
that's crazy                                                                                                                                                                                                                                                                                                                                           5968
#justiceforjohnnydepp                                                                                                                                                                                                                                                                                                                                  2800
woah what                                                                                                                                                                                                                                                                                                                                              2797
ًں’“thanks for your utmost love and support which has brought me this far it has been a hard time for me but your support has got me standing even in difficult times i can't appreciate enough the support of fans who have been really active with issues relating to meprivate message on telegram @johnnydeppllofficial  ًں’“ much love â‌¤ï¸ڈ     2786
they won't believe you because you are a man amber heard                                                                                                                                                                                                                                                                                               2253
lol                                                                                                                                                                                                                                                                                                                                                    1705
they won't believe you because you are a man amber heard she is not a victim                                                                                                                                                                                                                                                                           1599
justice for johnny                                                                                                                                                                                                                                                                                                                                     1585
wow                                                                                                                                                                                                                                                                                                                                                    1501
#justiceforjohnny                                                                                                                                                                                                                                                                                                                                      1399
they won't believe you because you are a man                                                                                                                                                                                                                                                                                                           1352
they won't believe you because you are a man she is not the victim                                                                                                                                                                                                                                                                                     1343
ًں’•ًں’“thanks for your utmost love which has brought me this far it has been a hard time for me but your support got me going where are you watching from?ًں’•                                                                                                                                                                                        1220
hi                                                                                                                                                                                                                                                                                                                                                     1134
she is not a victim                                                                                                                                                                                                                                                                                                                                    1110
they wont believe you because you are a man she is not a victim                                                                                                                                                                                                                                                                                        1020
they won't believe you because your a man she is not a victim                                                                                                                                                                                                                                                                                          1012
i love this song                                                                                                                                                                                                                                                                                                                                        951
yes                                                                                                                                                                                                                                                                                                                                                     944
they won't believe you because you are a man she is not a victim!                                                                                                                                                                                                                                                                                       929
nice                                                                                                                                                                                                                                                                                                                                                    922
wtf                                                                                                                                                                                                                                                                                                                                                     892
same                                                                                                                                                                                                                                                                                                                                                    823
me                                                                                                                                                                                                                                                                                                                                                      797
whoa what                                                                                                                                                                                                                                                                                                                                               795
that's crazy!                                                                                                                                                                                                                                                                                                                                           763
exposed                                                                                                                                                                                                                                                                                                                                                 753
justice for johnny depp                                                                                                                                                                                                                                                                                                                                 743
good                                                                                                                                                                                                                                                                                                                                                    730
Name: text, dtype: int64


df_comments.head(1)


# print('\nThe Amplifications in the counts and number of likes on #justiceforjohnnydepp is quite obvious!!')
df_same = df_comments.groupby(["text", "date"]).agg({'comment_id':'count', 'nreplies':'sum', 'nlikes':'sum'}).reset_index()
df_same.rename(columns={'comment_id': 'ncomments'}, inplace=True) 
df_same.sort_values(["ncomments", 'date'], ascending=[False, True]).head(60)


df_comments[df_comments.text.str.contains('amber')].text.value_counts().head(60)

they won't believe you because you are a man amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                 2253
they won't believe you because you are a man amber heard she is not a victim                                                                                                                                                                                                                                                                                                                                                                                                             1599
amber turd                                                                                                                                                                                                                                                                                                                                                                                                                                                                                666
they wont believe you because you are a man amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                   312
they won't believe you because your a man amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                     180
https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2                                                                                                                                                                                                                                                                                                                                                                                                                 158
they won't believe you because you are a man amber heard she is not a victim!                                                                                                                                                                                                                                                                                                                                                                                                             145
fuck amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                          131
#amberturd                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 77
#cancelamberheard                                                                                                                                                                                                                                                                                                                                                                                                                                                                          75
they wont believe you because you are a man amber heard she is not a victim                                                                                                                                                                                                                                                                                                                                                                                                                72
amber turd ًں’©                                                                                                                                                                                                                                                                                                                                                                                                                                                                            71
amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      69
#fuckamberheard                                                                                                                                                                                                                                                                                                                                                                                                                                                                            64
amber who?                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 63
they won't believe you because you are a man amber heard is not a victim                                                                                                                                                                                                                                                                                                                                                                                                                   63
amber sucks                                                                                                                                                                                                                                                                                                                                                                                                                                                                                57
#amberheardisanabuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                      57
all my homies hate amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                             56
#justiceforjohnnydepp #amberheardisanabuser                                                                                                                                                                                                                                                                                                                                                                                                                                                53
amber heard is an abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                   50
i love amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                               47
amber is the abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                        47
they won't believe you because you are a man amber heard she is not the victim                                                                                                                                                                                                                                                                                                                                                                                                             47
amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                43
they won't believe you because you are a man amber head she is not a victim                                                                                                                                                                                                                                                                                                                                                                                                                42
fuck amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 42
i hate amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                         39
scamber turd                                                                                                                                                                                                                                                                                                                                                                                                                                                                               39
https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?redirect=false                                                                                                                                                                                                                                                                                                                                                                                                   39
they won't believe you because your a man amber heard she is not a victim                                                                                                                                                                                                                                                                                                                                                                                                                  38
#fireamberheard                                                                                                                                                                                                                                                                                                                                                                                                                                                                            37
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard                                                                                                                                                                                              36
boycott amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                        34
amber heard sucks                                                                                                                                                                                                                                                                                                                                                                                                                                                                          32
cancel amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                         32
i hate amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                               32
i remind that amber heard craped on jonny depp's bed                                                                                                                                                                                                                                                                                                                                                                                                                                       31
amber heard is trash                                                                                                                                                                                                                                                                                                                                                                                                                                                                       30
#amberheardisaliar                                                                                                                                                                                                                                                                                                                                                                                                                                                                         29
#deleteamberheard report the video                                                                                                                                                                                                                                                                                                                                                                                                                                                         29
amber turd!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                28
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights *dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard*\r *you are enabled by a tech industry that's as harmful the pre civil rights era with less laws than brick and mortar*                                                                     26
fire amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                           26
#boycottamberheard                                                                                                                                                                                                                                                                                                                                                                                                                                                                         26
amber bitch litterly ruined him and his career i mean prove after prove but that stupid uk court still find that bitch guilty but its never to late jhonny will do biggest comeback in the historyyy with rdj after sherlock holmes so stay positive yo because this fake feminist r everywhere and their arrsshhhlickerâœœï¸ڈ                                                                                                                                                             24
*they won't believe you because you are a man amber heard*                                                                                                                                                                                                                                                                                                                                                                                                                                 24
amber alert                                                                                                                                                                                                                                                                                                                                                                                                                                                                                24
remove ah from aquaman 2 sign the petition at: https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 18 million signatures and counting                                                                                                                                                                                                                                                                                                                                24
#justiceforjohnnydepp #cancelamberheard                                                                                                                                                                                                                                                                                                                                                                                                                                                    24
a public letter to amber heard from real domestic violence survivers https://youtube/3dqld54iefe amberheard you dont represent men or woman of dv#justiceforjonnydeppâ‌¤â‌¤â‌¤â‌¤â‌¤â‌¤                                                                                                                                                                                                                                                                                                    24
#readpleasefunnystory while watching aquaman i didnt know about amber and johnny deppwhile watching movie i was thinking that mera (amber heard) is villain/double crosser will be revealed at the end of movie after finishing movie i thought i was wrong still something wasnt matching up 2 years later in 2021 i found that she is the villain in the real world #justiceforjohnydepp #boycottaquaman2                                                                                23
they won't believe you because you are man amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                     23
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights *dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard* *you are enabled by a tech industry that's as harmful the pre civil rights era with less laws than brick and mortar* humans do not comment the same over 120000 times!!!!!!!!!!!!!!!!      23
fuck you amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                             23
amber turd lol                                                                                                                                                                                                                                                                                                                                                                                                                                                                             23
they won't believe you because you are a man amber turd                                                                                                                                                                                                                                                                                                                                                                                                                                    22
check out this vid of amber's love bomb technique on johnny it's incredible lol https://wwwyoutubecom/watch?v=y_ogdlc_nde tons of great analysis on manipulation on this channel                                                                                                                                                                                                                                                                                                           21
nobody will believe you because you are a man amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                  21
amber heard is a monster                                                                                                                                                                                                                                                                                                                                                                                                                                                                   21
Name: text, dtype: int64


df_comments[df_comments.text.str.contains('with amber')].text.value_counts().head(60)

i will never watch a movie with amber heard in it many others feel the same way i personally know what it is like to be falsely accused by a woman                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              10
i will never watch a movie with amber heard i won't support an abuser and a liar #justiceforjohnnydepp #johnnydeppisinnocent                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    10
i will never watch a movie with amber heard i won't support an abuser and a liar #justiceforjohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          10
*aquaman 2* and *fantastic beasts* are both going to fail miserably at the box office due to amber heard it's not even going to be funny warner brothers and dceu definitely backed the wrong horse and their gamble on taking amber heard's side instead of johnny depp is going to be a great disappointments and financial disasters plus let's not forget *disney* who will also have to pay the piper for firing johnny depp from pirates of the caribbean due to treating jd as a guilty afterthought like if he was guilty before the usa trial had already started even the female fans of jason momoa will not likely be running to the theaters due to their dislike/hate of amber heard and the lies she told to try and destroy johnny depp who even at 54 still has many female fans and are all disgusted with amber heard's actions/lies which doesn't help true victims of abuse in making it more and more difficult to be believed i for one will hear out a man/womans pleas that he/she was physically and verbally abused but will not condemn someone just on her or his words the accused has the same rights to be heard and deserves the same due process as the victims i've seen/witnessed too many false allegations false accusations by scorned women who created this situation out of spite/revenge which was eventually proven that all her accusations and false narratives were lies but it was too little too late the damages to the male's reputation integrity credibility was destroyed even though he was proven to be true and right in his truth many lost their jobs/careers and even joint custody of their children from a previous marriage due to the possibility that what the accuser said was true which of course was in the end proven to be an absolute falsehood from the fake victim yet the damages were done and hard to almost impossible to recover from what do you guys/gals think?                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                8
your videos are great would u consider covering marilyn manson's case too? the accusers evan rachel wood and esme bianco are friends with amber heard and the rest are all amber heard supporters it seems like any time some news against ah comes out the accusers of marilyn manson put some controversial statements out to grab the negative attention from ah manson is also very good friends with depp and the godfather of his daughter and was probably supposed to bring evidence to court to defend depp but now he can't if you wanna look into the case i suggest the instagram pages @standbyyourmanson @pathologicalpropaganda @colonelkurtz99 @marilynmansondefensers                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           7
down with amber heard!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           7
12:20 johnny was asked by a fan what happened to your finger?it's his injured finger while fighting with amber geez! that's an injury! https://youtube/rzx7wxibars                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               6
i came to hit the dislike button and to say l won't be watching anything with amber heard in int justice for johnny                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              6
on december 17th the stand (new series with amber heard) will be released what a great opportunity to show support to johnny depp instead! we will stream all together (amazon netflix apple tv disney + etc ) a johnny depp movie  are you in? i take this opportunity to remind you :  puffins (series with johnny depp) available on amazon prime video and apple tv  crock of gold (movie produced by johnny) pre order on amazon remember : december 17th (thursday)  choose your favorite johnny depp's movie on streaming and have a great time! share with friends and on social media                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   5
completely agree! i hope more and more people are committed to not watching the movie we need to raise awarenes and be socially responsible as consumers (in this case of the movie industry) watching it on theatres means supporting the rejection of johnny depp from disney and all the people involved in the movie and it means going along with amber heard's intentions of ruining johnny depp's career #aware&responsibleconsumer                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       5
judge nicole is no saint apparently he is a long time friend to the heards and hereby helped them defame jd i am spreading this info like wildfire to say just how evil the heards are and how twisted the courts are judge nicole did in fact not take all the evidence seriously and just went along with ambers side this is a no brainier appears that you can not trust judges in court either cause judge nicole helped amber abuse her victim more by this so called friendship yes i am calling out your bs your lordship                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                4
down with amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            4
johnny depp (victim) vs amber heard (master manipulator) = elon musk (the simp) = subpoena! silicone valley money protecting elon over entanglement with amber while she was married to jd lol) = youtube + twitter (covering the truth) also fbi + australian court vs amber committed purgery fyi elon musk & james franco seen at johnny depp penthouse creepers sneaking in by amber while married to jd thus the subpoena for both men by depp wow                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          4
boycott aquaman 2 with amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               4
i recommend people watch interviews and interrogation videos with dalia dippolito and jodi arias they have strong similarities with amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  4
onآ december 17thآ the standآ (new series with amber heard) will be released what a great opportunity to showآ support to johnny depp instead! we will stream all togetherآ (amazon netflix apple tv disney +آ etc )آ a johnny depp movieآ  are you in? i take this opportunity to remind you : آ puffinsآ (series with johnny depp) available onآ amazon prime videoآ andآ apple tv آ crock of goldآ (movie produced by johnny) pre order onآ amazon remember :آ december 17thآ (thursday)آ  choose your favorite johnny depp's movieآ on streamingآ and have a great time! share with friends and on social media #justice4johnny                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              3
on december 17th the stand (new series with amber heard) will be released what a great opportunity to show support to johnny depp instead! we will stream all together (amazon netflix apple tv disney + etc ) a johnny depp movie  are you in? i take this opportunity to remind you :  puffins (series with johnny depp) available on amazon prime video and apple tv  crock of gold (movie produced by johnny) pre order on amazon remember : december 17th (thursday)  choose your favorite johnny depp's movie on streaming and have a great time! share with friends and on social media #justice4johnny                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   3
will boycott all movies with amber and all directors (nabil elderkin) who still take her in                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      3
i hope more and more people are committed to not watching the movie we need to raise awarenes and be socially responsible as consumers (in this case of the movie industry) watching it on theatres means supporting the rejection of johnny depp from disney and all the people involved in the movie and it means going along with amber heard's intentions of ruining johnny depp's career #aware&responsibleconsumer                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         3
quick first note *riley keough* would make a great replacement for aquaman 2 *mera* character the gender bias is strong with amber heard had she been a man he would of been fired asap wait it did happen the actor's name is johnny depp he was dismissed/fired and lost future projects due to amber heard's false allegations/accusations his reputation took a huge hit and his name was defamed to the highest degrees for a womans greed the fact that so many people still support amber heard after all the audio leaks we've heard and videos (deposition being 1 of them) totally baffles me this is a perfect example of elitist gender bias women must be believed at all cost because it's pc and men need to be destroyed without due process whatever happened about innocent until proven guilty? the courts need to treat amber heard the same way they would treat a man and send a clear message that this is totally unacceptable and there's consequences for women just as same as for men she deserves to be fired and lose future projects just like her false accusations hurt johnny depp's career and loss of potential future projects he had going so therefore since she is the proven abuser and even manufactured false evidence based on her lies so now that the truth is out she should be treated as such and be put through the grinder just like johnny was due to her false accusations amber heard has hurt true victims of abuse and assaults because people like her using the victim card/system/powers of must be believed at all cost before any investigations is started it takes just an accusation to destroy a mans life and career so much so that when the evidence proves without any doubts that the man was innocent from the start and the woman played the victim card to forward her agendas by then it's too late the damages to the mans reputation/good name are done this is why amber heard needs to get prosecuted to the full extent of the law in both criminal and civil courts in order to send a clear and loud message that these kind of actions will not only be tolerated and must come with severe consequences no matter how high their ivory towers are                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             3
my mom has been friends with amber heards mother since they were in high school in imperial beach high in southern california i've met johnny depp many time throughout my life and i also met amber while they were together i know were all fans of johnny but coming from me someone who knows his private life he did beat her up and there is one night specifically where his mother called my mom saying she showed up at her house with blood all over her face and white top and her lip was swollen it doesn't make our family friend johnny a bad person he just has some issues she wasn't perfect either though                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     3
today is the day: on december 17th (today) the stand (new series with amber heard) will be released what a great opportunity to show support to johnny depp instead! we will stream all together (amazon netflix apple tv disney + etc ) a johnny depp movie  are you in? i take this opportunity to remind you :  puffins (series with johnny depp) available on amazon prime video and apple tv  crock of gold (movie produced by johnny) pre order on amazon remember : december 17th (thursday thats today !!!!!!!) choose your favorite johnny depp's movie on streaming and have a great time! share with friends and on social media                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      3
i won't watch anything with amber heard in it                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    3
for the million time johnny didn't leave the mother of his two children to be with amber and thta he doesn't deserve to be abused                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                3
boycott any movies with amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    2
look folks amber is a birth controlled up bi sexual anti family anti kids me too movement bandwagoner hollywood opportunist grifter no better than jen aniston that uses men for their hollywood ambitions but lets not act like johnny depp is marriage material ok he hasn't ever been johnny has a dark side he has hidden well take a look at his movie roles folks they are not a stretch for him to play really he has played murderers rapists thieves drunks domestic abusers drug dealers body dismemberers obviously johnny is interested in those roles primarily which is pretty strange this guy is known for being a drug and alcohol user for the last 35 years he has boasted about drinking over 40000 dollars worth of wine a month on camera that's just disgraceful there's not just physical abuse there's emotional and verbal abuse habitual drunks like johnny can be verbally abusive lets face it johnny is 23 yrs older than amber and didn't have the patience to deal with her youth older men are not into games these two abused each other in some way really amber more physical johnny more verbal i believe say what you want but johnny was highly drunk and acting like an erratic lunatic in amber's video of him at home slamming cabinet doors fiending for alchohol why would he destroy her phone on camera on this occassion if he is the victim ? he obviously didn't want to be exposed johnny cant or hasn't explained that instance what sane woman would put up with a drunken man like this everyday ? of course every hollywood actor johnny knows would defend him in on how they see his public image he presents this guy is a payed actor folks joan crawford was a respected lady in public and a lunatic tyrant child abuser at home so no one really knows someone fully the way johnny acted at home in that video with amber is probably why vanessa left him and how he can be at times whether his fans friends or associates like it or not the simple facts are every fiance gf or wife has left him over 35 years for unknown reasons the guy cant keep a woman obviously no matter how appealing he might seem and nobody agknowledges that fact the conclusion is i believe is that johnny had been highly jealous of the brangelina phenominon how brad and angelina were 12 years apart in age how they met on a movie set romanticly how brad got her to have biological kids and then they became the king and queen of hollywood overnight being together johnny was fascinated on how amber and angelina are / were young bisexual women untamed by a man and family life johnny wanted to replicate on amber how brad tamed angelina that way so johnny met amber on a movie set who is 23 years younger than him he got with her and married her the trouble is johnny wanted to make a biological family with amber and she never had that intention unfortunately johnny was a short term stepping stone for her ambitions and it worked briefly amber and johnny were not compatable long term amber has said she is fiercely independant and not a homebody really she is clearly more into happy go lucky fun loving strong tall mans man kinda guys like jason momoa lets face it johnny has a more feminity about him that amber soured on eventually amber was the man and johnny was the woman in this failed relationship really the respect level dis intigrates if the woman takes on the mans role mentally in a relationship                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             2
i won't watch this movie without johnny depp the feminism made this st johnny being innocent is punished and amber still in the new movie being guilty i won't see any movie with amber either                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   2
daaaaaaang i wish aquaman would end up with amber heard how sad why!!!!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        2
everyone says they feel sorry for whoever is in a relationship with amber again i disagree me: oops sry wrong hole amber amber: ouch wtf!??? me: oops again promise not to do it again amber: if you do i'll cut your tip off like i did to jd's finger me: no worries tried to pull out sooner but guess the 2nd slip was a blessing can you clean me up just happen to have some listerine under my pillow gonna start calling you amber the one minute wonder woman oh crap just remembered my dog is eating my homework assignments don't forget to brush also bye                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           2
i bet you her lawyers need to take few showers after dealing with amber heard toxicity                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           2
what surprised me is that most of his ex girlfriends and ex wifes came to his defense saying he was never violent towards them but with amber most of her ex girlfriends and ex boyfriends told that she was always violent and with even all of this he was declared guilty                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     2
this could happen to anyone the justice doesn't existe in uk how could johnny deep can have a justice if the judge did not read the case and he did not accept the testiomial recorders and witness why????? please read the following explanation all is related that is why he could not have a normal process the laws did not have anymind for the judge the judge is not respectable to be working as judge; he doesn't respect the law and his duties to his country are not honored this is pity; someone have to do something to stop this women power over law court judgement: see all relationship with amber heard 01 andrew nicol wrote a book with geoffrey robertson and was employed by his firm doughty st chambers when appointed judge for trial j deep (barristers chambers) 02 geoffrey robertson is mentor and employer of jennifer robinson who is amber heard council she was employed by doughty street chambers in london she works with andrew nicol and g robertson on seminal media law text as the media law on contempt 2015 03 jennifer robinson (australian) brought amber heard to a private dinner during trial attendees baroness helena kennedy hostess kathy lette (australian very close to jennifer robinson) 04 helene kennedy is also with doughty kathy lette is ex wife of geoffrey robertson and personal friend of jennifer robinson and mutual camille palmer andrew nicol's wife mother of robert palmer who works @ talk radio uk talk radio employs dan wooton who wrote the article for the sun that johnny deep sued for libet 05 multiple news reports place this team of women working with and supporting amber heard for years from una functions to published support during the trial and sasha waes council for the sun during the trial is part of the doughty st chambers and related to andrew nicol and geoffrey robertson why the judge dismiss all the proves and recorders texts emails and other testimonials all the documents nowadays are available on the internet as the member of the court the judge and all his influences family friends and association; women team they do not work for true justice they do not try to found the deep of the source relation ship is prioritise how can we believe in justicy on uk as this is happen and the media do not talk about it                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          2
fantastic and brilliant mr depp! good done! she wants to give his money to charity ah ah ah ah and he does it!!!!!!!!!!!!! he does what she said you want to do ah ah ah ah! now she has to back away publicly we are never going to see a movie with amber and what will you do?                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                2
i will not watch any movie with amber heard in it                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                2
boycott anything with amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                2
i heard that disney has rehired johnny depp is any of this true? i have not seen any confirmed articles about this i also heard disney was pissed with amber heard and i dont know if that's true                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                2
everything with amber husband abuserheard is a big no no for me                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  2
johnny didn't leave the mother of his two children to be with amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              2
not gonna watch any movies with amber sorry not sorryًں¤·چâ™€ï¸ڈ justice for johnny #ر‡ذ°رپر‚رœذ؛ذ¾ذ¼ذ°ذ½ذ´ر‹ر‡ذ°رپر‚رœذ؛ذ¾ر€ذ°ذ±ذ»رڈ                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            2
karma she is a bitch! and so is amber!!! amber is finding out that when you treat everyone especially those with less than you with kindness and respect they are more than happy to return that kindness and help you in whatever way they can but when you treat people badly (or horribly in amber's case) when you make everyone feel like they are beneath you you will get nothing from them especially not help johnny has spent his life being kind and loving to everyone no matter how small or seemingly insignificant they my have seemed and now all these people are willing to go out of their way to help him in his time of need willing to testify on his behalf to spending their time finding evidence to prove his innocence even making videos on youtube and spreading the truth to the masses because he didn't deserve for this to happen to him and we are all outraged at the double standard for male victims in the media and the justice system she should have criminal charges laid against her not just a defamation case not only has she admitted to abusing him but she told malicious lies intended to hurt and ruin him! that's illegal! because she has treated so many people badly no one is willing to help her by coaberrating any part of her story quite the opposite people who worked for her like her personal assistant and makeup artist are going to be testifying on johnny's behalf in the trial the people who worked in their building who she treated badly have refuted her lies and done all they can for johnny by going through and handling over many hours of damning security footage and are also willing to testify in court on his behalf her own family seemingly haven't completely taken her side in text messages between johnny and her parents they seem to want them to get back together and blame the abuse allegations completely on her lawyers never once seeming to believe he had ever hurt her her sister can't testify on her behalf because on cross examination by his lawyers she will have to admit that amber has also been violent and abused her too witch would only make amber look even more unstable and she can't afford that amber's lying lawyers keep saying that johnny is still trying to abuse and torment her by these lawsuits and calling her a liar that the only reason he is suing her is to continue to make her life hellnot because she abused him mentally and physically filed for divorce the week his mother died and she found out he lost a bunch of money (coincidence?) tried to blackmail him for money and 3 apartments for her and two friends threatening to say he abused her! he told his friends she promised to ruin him if she didn't get something like $50000 a month plus the apartments and a bunch of other stuff ( coincidentally the apartments were for the only two friends who were willing to give written depositions saying they had seen her with bruising though they won't be giving testimony at the trial now because the public and johnny's team were easily able to find proof they were lying one swore up and down he was with amber after she had been given two black eyes when johnny tried to break her noseand got in fights with people on twitter and instagram if they they didn't believe him and support amber but then proof was found that he was working on the other side of the country on the days he said he was with amber! though he has never admitted to lying he hasn't been talking about amber's abuseanymore) she also did everything she could to ruin his career and beloved reputation throughout hollywood but her lawyers insist he is only doing this to be vindictive and to make her continue to live in fear like she did through their whole marriage would a person who lives in fear of their abusive spouse yell at him degrade him (in front of people) and attack him on a regular basis? and what woman who is afraid of their husband would brazenly bring men home to an apartment building full of people and cameras knowing at any time someone could see she was having affairs and decide to tell johnny no! abuse victims do not behave in this way her lawyers are actually the ones behaving like bullies every chance they get they say horrible things about johnny to the press things they must know are not true they've seen all the evidence so they know who the real abuser is but that didn't stop them from calling him a lying coward the other day when he couldn't come to court because he was in self quarantine after being exposed so who are the real villains in this story? and why can't the media admit they made a mistake believing amber instead of constantly calling for johnny and amber to drop the lawsuits and handle it in private? they haven't once apologized to him for jumping to conclusions without all the facts and no one in hollywood is treating amber the way they would a white male who abused his wife we must hold them accountable for this epic double standard!     2
down with amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  2
down with amber!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 2
fighting the good fight amber heard i'm with amber heard all the way!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            2
i know johnny always rocked the rugged look but has anyone noticed that his appearance seriously deteriorated during the same timeline that he was with amber heard???? i mean he looks ghostly tired and sickly i feel like the emotional distress that this relationship caused him was much worse than the physical abuse (and thats saying a lot considering she chopped off his finger!!!) he aged rapidly in the few years they were together its really heartbreaking                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     2
ead the case and he did not accept the testiomial recorders and witness why????? please read the following explanation all is related that is why he could not have a normal process the laws did not have anymind for the judge the judge is not respectable to be working as judge; he doesn't respect the law and his duties to his country are not honored this is pity; someone have to do something to stop this women power over law why the judge andrew nicol dismiss all the assessments emails recorders texts law statements and other testimonials all these documents nowadays are available on the internet and people can read hear and think and understand how the barristers chambers members of the court work the judge and all his influences family friends and association; women team they do not work for true justice they do not try to found the deep of the source relationship is prioritised how can we believe in justice on uk as this is happen and the media does not talk about it this is coming from thatumbrellaguy in youtube court judgement: see all relationship with amber heard sasha waes council for the sun during the trial is part of the doughty st chambers and related to andrew nicol and geoffrey robertson 01 andrew nicol wrote a book with geoffrey robertson and was employed by his firm doughty st chambers when appointed judge for trial j deep (barristers chambers) 02 geoffrey robertson is mentor and employer of jennifer robinson who is amber heard council she was employed by doughty street chambers in london she works with andrew nicol and g robertson on seminal media law text as the media law on contempt 2015 03 jennifer robinson (australian) brought amber heard to a private dinner during trial attendees baroness helena kennedy hostess kathy lette (australian wife of geoffrey robertson in 2015) very close to jennifer robinson 04 helene kennedy is also with doughty kathy lette is ex wife of geoffrey robertson and personal friend of jennifer robinson and mutual camille palmer andrew nicol's wife mother of robert palmer who works @ talkradio uk talkradio employs dan wooton who wrote the article for the sun that johnny deep sued for libet 05 multiple news reports place this team of women working with and supporting amber heard for years from una functions to published support during the trial                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            2
i will not support with amber in it she shouldn't be getting any roles the same way she screwed over jd for years where he lost many she is a manipulative liar kudos to everyone else in this film though                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       2
you can see a pattern here with amber every time she is accused of something she turns it back on the accuser by saying i didn't do that he/she did that to me! that's what she did in the trial and now with this artist i'm sure she has done this all of her life                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             2
judge nicole is no saint apparently he is a long time friend to the heards and hereby helped them defame jd i am spreading this info like wildfire to say just how evil the heards are and how twisted the courts are judge nicole did in fact not take all the evidence seriously and just went along with ambers side this is a no brainier appears that you can not trust judges in court either cause judge nicole helped amber abuse her victim more by this so called friendship yes i am calling out your bs your lordship 37                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             2
what isn't wrong with amberlynn?                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 2
i stand with amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         2
im in love with amber i love her                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 2
im curious what you are going to do with amber when you finally move to the land in portugal permanently and gain residency? as far as im aware from my own investigations for also obtaining residency once gained you can no longer drive a uk registered vehicleand to matriculate a camper in to portugal is very very costly whats your solution?                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           1
the judge in the sun case should have recused himself as a conflict of interest because his ex wife is friends with amber turd lawyer                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            1
yeah they are not gonna make a million dollar movie with amber turd in their movie she is worthless she is not a good person and actress                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         1
fyi in the uk lawsuit the judge was meeting up with amber and her lawyer for lunch a clear conflict of interest jeremy just ignored this fact                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1
i love this judge and the sun is a crap newspaper that spread lies now they are going after britney and they sun went they it did becuse the judges son works for the paper was linked to it and his wife is friends with amber it was shady and amber did a lot to him i don't and he is being black listed they won't fire amber turd but they will him she can't even act and she is a horrible person johnny depp did nothing wrong i don't think you really know johnny and what he's gone through                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          1
let's not forget that the uk judge's wife had dinner with amber and that his son works for a company that is owned by the same company that owns the sun news that judge should have recused himself from the case and is a disgrace to the legal system he was biased in my opinion depp lost before the hearings even took place :/                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            1
i'm just glad that johnny depp is getting his day in court the whole thing with amber heard should've been dealt with in the courtroom not the court of public opinion! people are falsely accused because liberal tabloids like to cancel people without evidence!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              1
can you all imagine if elon musk was still with amber heard? humanity would be stuck on earth indefinitely                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       1
the british judge's wife was friends with amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            1
Name: text, dtype: int64


df_comments[df_comments.text.str.contains('johnny')].text.value_counts().head()

#justiceforjohnnydepp                                                                                                                                                                                                                                                                                                                                 2800
ًں’“thanks for your utmost love and support which has brought me this far it has been a hard time for me but your support has got me standing even in difficult times i can't appreciate enough the support of fans who have been really active with issues relating to meprivate message on telegram @johnnydeppllofficial  ًں’“ much love â‌¤ï¸ڈ    2786
justice for johnny                                                                                                                                                                                                                                                                                                                                    1585
#justiceforjohnny                                                                                                                                                                                                                                                                                                                                     1399
justice for johnny depp                                                                                                                                                                                                                                                                                                                                743
Name: text, dtype: int64


df_fuck = df_comments[df_comments.text.str.contains('fuck')]
print(f'{df_fuck.shape[0]} contributions, on {df_fuck.video_id.nunique()} Videos, made by {df_fuck.username.nunique()} Users')

39421 contributions, on 2161 Videos, made by 32874 Users


helpers.keyword_peaks(df_comments, 'fuck', n=2, threshold=0)


df_fuck.text.value_counts().head(60)

fuck amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         131
what the fuck                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            126
#fuckamberheard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           64
fuck you                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  55
fuck amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                42
fuck marvel                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               34
fucking bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             32
fuck off                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  30
fuck                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      28
shut the fuck up                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          26
fuck yeah                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 24
what the fuck?                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            23
fuck you amber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            23
fuck that bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           20
fuck this bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           20
fuck you amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      18
we gonna make the girls dance i ain't lookin' for enemies but i ain't playin' nice the way you testing me and look me in the eyes want some of my own candy i love to see you try ain't nothing real about the way you look tonight 'cause i know in the morning you'll be wakin' up all alone posing all over your story with nothing to hold but your phone you got it bad all over your head are you upset you think that you cool but you ain't got a crown be watchin' and learning 'cause i show you how lookin at me like you want my man what the fuck what the fuck what the fuck what the fuck ain't lookin for drama promise i'm not gonna compete so keep on movin 'cause you got nothing on me what you know about karma oh i heard she ain't so sweet (yeah so sweet) get your self out of the club if you can't take the heat 'cause i know in the morning you'll be wakin' up all alone posing all over your story with nothing to hold but your phone you got it bad all over your head are you upset? you think that you cool but you ain't got a crown be watchin' and learning 'cause i show you how lookin at me like you want my man what the fuck what the fuck what the fuck what the fuck what the fuck what the fuck what the fuck what the fuck another beat another banger we out here uniting the hip hop and the house hugel for sure what the fuck                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         16
#fuckamber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                15
fuck disney                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               14
everyone is on his side his ex wife girlfriends friends even amber's own parents and sister have sided with him all evidence points to amber all comments have full proof of how she is ruined his career and how she is the abuser everyone calling her an abuser coz apparently she put one of her exes in hostipital and beat up her sister and now most of jonny's exes are standing with him and most of amber's exes are standing against her doesn't look good for her all this i'm still pissed that they have ruined johnnys carres how he may not veen star in pirates of caribean how they have insteantly sacked him after accusations against him and yet when therws full proof that amber is the abuser she still has her job johnny's litterally the sweetest guy ever when he was coming out of court ppl were cheering him on and giving him flowers and he was taking the flowers and kissing the fans not long ago he dressed up as jack sparrow for a children's hospital and spent 4 hours there with the sick kids even his ex wife who knew each other for 25 years spoke out and defended him he litterally cried in an interview about his daughter being ill and how it was dark times for him alot of the media and ppl against him are using his alcoholic issue as a target which isn't fair the day that the video that amber took of him shouting and throwing shit was intact the very week his mother had just died ms he had discovered some ppl who work for him conned him out of millions of dollars and betrayed him amber litterally used him she videoed him in distress after loading millions and his own mom all in one week she used that distressed and anger to frame him it was the perfect plan now if she wins she can get millions off of him and has stolen his career and good name there's even a recording of them fighting where she says no one will believe you i'm going to use makeup on my face and post it over social media to look liek u have bruised me not exact words but that's defiantly along the lines what she said in another recording he said he accidentally scraped her toes on the door when he was tryna walk away from an argument and apologized then he bent down to pick something up and she fucking slammed the door on his head also the worst part she freaking cut his fucking finger off and had to go to hospital to get it re attached and in an interview he was described as traumatized from the insident i love how the only thing they have against jonny is him accidently scraping her toes and throwing her phone across the room when he found her she was videoing him in distress and yet what they have against her is years of abusive relationships recordings of her manipulating him videos of interviews where she litterally controlling his every move her actually fucking cutting off his finger and slamming the door in his face and yet they have the audacity to ruin this sweet mans career??? the entire and i mean the entire media is on his side they all defending him and making very clear points on how shes the abuser     13
fuck her                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  12
finally some good fucking news                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            12
they won't believe you because you are a man she is not a fucking victim                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  11
fuck hollywood                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            11
she is fucking crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      11
fuck batman                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               10
fucking awesome                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           10
you get what you fucking deserve                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          10
fuck amber heard all my homies hate amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           10
fuck ember                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 9
fuck amber heard!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          9
what the fuck is this                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      8
fuck no                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    8
omg! bs he's just hiding that he's totally fucked up right now like he always is! he's a fucking raging alcoholic n u ppl think it's so 'cute'such a funny character n that''s how he gets away w/it it's not amber's fault the studio's are on the outs w/him alone! the studio's are fed up w/him showing up late on set then drunk too! nor that his finances are in the shithole bc he spends like a madman etc!!! they are not surprised about the charges! he was fine when he was younger he does have a serious serious drug/alcohol prob and u all don't even see it!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             8
what a fucking bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       7
fuck yes                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   7
fuck elon musk                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             7
what the fuck!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             7
fuck amber turd                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            7
holy fuck                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  7
fuck australia                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             7
fuck you bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             6
fuck yeah!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 6
once again #metoo = #meslut bunch of opportunistic ب™lإ¯tب™ that fucked their way to fame or fortune!! women offered themselves to winstein for a role in hollywood! no one believes their cry wolf                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        6
you get what you fucking deserve!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          6
the fuck                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   6
fuck u                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     6
yo you i love your fucking beautiful soul!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 6
for the idiots who say this movie is bad zack snyder's daughter died causing him to drop out of the film and pass the torch to the joss whedon the director of avengers 1 and 2 the original justice league cut was 3 hours and 20 minutes and this film in under 2 hours whedon and wb cut out over 2 hours and 20 minutes of this film reshot 90% of the movie replaced scenes replaced scene order and tried to make this movie your generic and mediocre mcu flick that's why we fight for the snyder cut do some fucking research                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     6
fuck that                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  6
who gives a fuck                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           6
so fucking hot                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             6
#justiceforjohnny #fuckamberheard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          6
@dbreiden83080 fucking amber heard simp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    6
#fuckamberheard #justiceforjohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      6
what a fuck                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                6
fuck amber heard justice for johnny                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        5
what fuck                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  5
fucking legend                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             5
holy fucking shit                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          5
Name: text, dtype: int64


df_bitch = df_comments[df_comments.text.str.contains('bitch')]
print(f'{df_bitch.shape[0]} contributions, on {df_bitch.video_id.nunique()} Videos, made by {df_bitch.username.nunique()} Users')

19839 contributions, on 1856 Videos, made by 16322 Users


helpers.keyword_peaks(df_comments, 'bitch', n=10, threshold=0)


df_bitch.text.value_counts().head(60)

bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     186
what a bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               88
she is a bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             54
crazy bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                34
fucking bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              32
amber bitch litterly ruined him and his career i mean prove after prove but that stupid uk court still find that bitch guilty but its never to late jhonny will do biggest comeback in the historyyy with rdj after sherlock holmes so stay positive yo because this fake feminist r everywhere and their arrsshhhlickerâœœï¸ڈ                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             24
this bitch is crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        22
fuck this bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            20
fuck that bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            20
she is such a bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        20
amber is a bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           18
bitches be crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           16
amber heard is a bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     15
bitch!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     15
this bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 15
lying bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                15
karma is a bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           14
what a crazy bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         14
that bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 13
stupid bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               12
ambitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    12
evil bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 12
she knows she knows oh i oh i i i well alright oh i oh i i i well alright damned if i do damned if i don't you know i got a girl back home you got a man what you want what you want what these bitches want from a nigga on some dmx shit i know them other niggas love tricking on some bmx shit but not me now i'm sure you done heard about me a black star mos def kweli good southern bad hoes try me they try me this is martin luther king in the club getting dubs with a bad bitch in his ear sayin' she down for whatever in the back of his mind is coretta she knows she knows and i know she knows and i know she knows and deep down she knows she knows and i know she knows and i know she knows well alright oh i oh i i i i can't be what you want from me well alright oh i oh i i i i can't be what you want from me well alright damned if i do damned if i don't i'm passing up on bad hoes trying to be the man that she want what she want what she want from a nigga to put a ring on it got a bitch on my dick right now and she just want to sing on it got me up so high trying to get a piece of that apple pie i be up so high trying to get a piece of that apple pie dancehall vibes with my pants on fire 'cause i told her i was sleeping 'cause i creep with this pretty young thing that i chose that she could be doing the same thing i suppose she knows she knows and i know she knows and i know she knows and deep down she knows she knows and i know she knows and i know she knows well alright oh i oh i i i i can't be what you want from me well alright oh i oh i i i i can't be what you want from me well alright my niggas say turn up hoes say turn up only bad thing about a star is they burn up niggas say turn up hoes say turn up only bad thing about a star is they burn up rest in peace to aaliyah rest in peace to left eye michael jackson i'll see ya just as soon as i die got me up so high trying to get a piece of that apple pie i be up so high trying to get a piece of that apple pie got me up so high trying to get a piece of that apple pie i be up so high trying to get a piece of that apple pie well alright oh i oh i i i i can't be what you want from me well alright oh i oh i i i i can't be what you want from me well alright     12
i hate this bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          12
what a bitch!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              11
amber bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                11
http://chngit/dxffxqpdbr link for the petition to kick this bitch out of aquaman 2 lets do what she did to depp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             9
psycho bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                8
let me know what you think! ًں’• don't forget to like & subscribe! ًں’• âک†other platformsâک† ¢odyssey: https://tco/ywkf2d2app?amp=1 ¢rumble: https://referralrumblecom/dszvtp5hnxylxql89 ¢backup channel: https://wwwyoutubecom/channel/uct4dtz67qo3xwqsimqjrnja ¢bitchute channel: https://wwwbitchutecom/channel/a3wbpaazrkwn/ âک†support the channelâک† ¢become a member today!! https://wwwyoutubecom/channel/uc8agq7bm x4tegcvqonvnpw/join ¢if you want to support my channel please check out my patreon and subscribe star below: ¢patreon: https://wwwpatreoncom/user?u=21542407 ¢subscribe star: https://wwwsubscribestarcom/nerdettesnewsstand                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   8
shes a bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                7
bitch is crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              7
she is bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                7
such a bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                7
batman got bitch slapped                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    7
what a fucking bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        7
holy st amber has a borderline personality disorder i was married to a super beautiful woman just like amber just brown colombian for 8 years and it was 8 years of hell (we have 2 kids together so i had to put in the time) my ex wife got looked up in the looney bin for 2 weeks where the psychiatrist told me she offers from borderline personality disorder and what jonny is saying he went through it's clear as crystal that amber has bpd my wife was very fiscally and verbally abusive against me and everything wrong in the world was my fault all the time she was either super happy and smiling making the world fall in love with her and did switch to the worst bitch ever for the smallest thing it was hell!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       7
gold digger bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           6
dumb bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  6
the lion the witch and the audacity of this bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           6
fuck you bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              6
farrah is a bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           6
that bitch is crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         6
justice for johnny bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    6
dirty bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 6
that bitch is going down                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    6
i hate that bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           6
what a bitch!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             5
free sign up easy money help me help you at lease look at it for you call me a bitch http://instantworkingcom/?dowork=34825                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 5
fuck off bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              5
hot girls get away with so much shit that's why they end up having a bad bitchy attitude & think they can do anything with no consequences like fake accusing people or selling their booty holes on snapchat ًںک‚                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          5
what an absolute bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      5
fake bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  5
amber heard is a lying bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                5
this was definitely one of the more strange hookups in high school terms johnny is the cool alternative rocker kid and amber is the stereotypical blonde cheerleader its like if christian slater's character ended up with the head heather make's no sense i always thought johnny would end up with a sexy goth chick with bitchin tattoos                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               5
never trust her tears! she is just ready to lie right after makeup cover even her voice gets changed after makeup! mgtow a man needs new laws to protect himself against a bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            5
this bitch crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            5
abusive bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               5
any bitch who actually shits in your bed like she did deserves to have her nose rubbed in it and made to eat it but apparently that is domestic abuse                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       5
i might never marry a girlًںک­ًںک­ًںک­ًںک­ًںک­these bitches only knows how to rob a man legally with dignity                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                5
manipulative bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          5
Name: text, dtype: int64


df_abuser = df_comments[df_comments.text.str.contains('abus')]
print(f'{df_abuser.shape[0]} contributions, on {df_abuser.video_id.nunique()} Videos, made by {df_abuser.username.nunique()} Users')

100415 contributions, on 3503 Videos, made by 57256 Users


helpers.keyword_peaks(df_comments, 'abus', n=2, threshold=0)


df_abuser.text.value_counts().head(60)

abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   217
#amberheardisanabuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     57
#justiceforjohnnydepp #amberheardisanabuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               53
amber heard is an abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  50
amber is the abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       47
she is an abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          41
#justiceforjohnny #youtubesupportsabusers                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 38
they won't believe you because you are a man she is not a victim she is an abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         37
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             36
abuse                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     36
to all people here star downvoting all access videos they are clearly taking the side of a domestic abuser we should not tolerated domestic abuse in any shape or form make this know too in their twitter feed do not let them profit from the defence of domestic abusers !!!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         28
she is the abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         27
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights *dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard*\r *you are enabled by a tech industry that's as harmful the pre civil rights era with less laws than brick and mortar*                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    26
yeah her own brother tried to kill his wife and her sister was so abusive to her daughter that she moved in with her grandparents from her dead dads side because her grandparents on her moms side including her grandfather meghan father look all this up                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              26
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12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights *dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard* *you are enabled by a tech industry that's as harmful the pre civil rights era with less laws than brick and mortar* humans do not comment the same over 120000 times!!!!!!!!!!!!!!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     23
to all people here star downvoting all access videos they are clearly taking the side of a domestic abuser we should not tolerated domestic abuse in any shape or form make this know too in their twitter feed do not let them profit from the defence of domestic abusers !!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          23
abuser!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   23
(heads up: i have posted this on several videos hoping that lost beyond pluto might see it sorry for the spamming) dear lost beyond pluto i miss watching your legal analysis and professional translations of all the legaleze into layman terms for us i get that you are clearly having much more fun with your current format of talk show with someone you care about and feel comfortable with it clearly shows and you look like you are having such a good time and i want that for you i just miss having your unique and sharp and simple breakdowns of a case that has been so complicated and felt so confusing (the ah/jd case) as someone who is still living with long term consequences of prolonged emotional abuse (it's nearly 20 years later and i am still having a hard time trusting anyone or even functioning as an adult) this case really got to me hearing those tapes really punched me in the gut emotionally one of the things that have been so devastating for me is that no one believed me and that's what i see repeated with depp and the let down and despondency so many victims of abuse felt collectively after the uk ruling! well i know i'm not the only one who took that really hard i continue to follow this case because i am so personally invested but i really miss your expert clear cut and qualified analysis and take on the developments i would so much like to hear your opinion on the paper that just came out using the uk ruling as a case study and minutely and systematically assessing the credibility of ah the paper is called assessment of credibility of testimony in alleged intimate partner violence: a case study and can be found here https://wwwtandfonlinecom/doi/full/101080/2473285020211945836                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         19
please sign this petition to remove abuser heard from aquaman 2 over 400000 signatures so far! https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?fbclid=iwar2kn9zpj azwunc96oivouhbytonesxogxv2wlytirfkghm_0paltjuyh8                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             19
they have proof that she was the one being violent proof that she got makeup done to make it look like bruises proof that jd was the only one who had physical abuse and proof that jd is completely calm while she is trying to get a rise out of him because she wants to fight and he doesn't and proof that she was actively trying to ruin his career because she is a psychotic person who can't stand being dumped by a man!!! how is this still a question on who's the abuser?! how has this case not been solved? how is her career thriving while his is ending? all of his ex's came forward to tell everyone that jd was never abusive to them and always kind! how with all of this proof is she still the victim?! how has she not lost the case yet?! i'm completely baffled! this is the most ridiculous thing i've ever heard and seen! she is nothing but a complete and total psychopath who gets off on ruining the lives of anyone who dare try to get her out of their lives! she not only gets off on it but absolutely loves watching her lies destroy innocent people! she has no regard for anyone's life but her own! if it were possible for her to get away with she would have killed him and even then with the way this bs case is going she might have gotten away with that too!!! she is absolutely loving this! i can't believe that someone can be soooo damn twisted disgusting psychotic towards someone who gave them nothing but love! she deserves to have the exact same done to her! she deserves to lose everything and more! someone needs to beat her a$$! she is an absolute disgusting waste of flesh oxygen and space who needs to be taken down! she cannot just do this to a beloved innocent kind man! johnny's only fault was marrying this pos! she is a truly horrifying psychopath who now knows she can get away with something this disturbing so this makes her even more dangerous! future victims beware because there are absolutely going to be more victims! please for the love of god someone take her down and give her a taste of her own psychotic medicine!!! take her down before she can do this to anyone else! she has been proven to be a big fat liar many times! she says herself how she got the bruises painted on her face to screw him over! she is disgustingly toxic and manipulates him into thinking he's at fault too! #freejohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            16
i am a victim of domestic violence she is a proven abuser i will never spend one more dime supporting warner brothers the issue with jd is a symptom                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      16
they won't believe you because you are a man she is not a victim she is the abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        16
#amberheardisanabuser #justiceforjohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               15
don't forget to report the video for hate full and abusing content the more report the more it's slap this disgusting channel or even report the channel as well                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          15
they won't believe you because you are a man amber heard she is not a victim she is an abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             15
this case is going to be exemple for all men who suffer for abuse women we have to fight for men rights against domestic violence we are losing the freedom of communication!!! hope his team will be loyal until the end as rupert murdoch the owner of sun talkradio and many other newspapers and media companies he is a very influential and powerful man in europe maybe in america is well his position put him a predator and nowadays people do anything even kill their own family for money it is published by the news group newspapers division of news uk itself a wholly owned subsidiary of rupert murdoch's news corp since the sun on sunday was launched in february 2012 the paper has been a seven day operation judge andrew nicol's son robert palmer works @ talkradio uk talkradio employs dan wooton who wrote the article jonny deep sued for libel (sun and talkradio belong to rupert murdoch's news corp) judge andrew nicol controversial cases innocent judget guilty and after many years innocented by appel trial mr david sellu november 2013 justice nicol was the judge in the trial of consultant surgeon david sellu in november 2013 sellu was found guilty of gross negligence manslaughter following the death of a patient under his care he served 15 months imprisonment of a 30 month sentence[4] after release sellu's appeal against the conviction was successful in 2016[5] the grounds for success were that justice nicol had failed to instruct the jury properly with regard to the meaning of the charge[6] the jury had returned to court before reaching their verdict seeking further guidance which was not forthcoming from justice nicol[7]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 15
objective analysis i have found; live abuse free lost beyond pluto debi doom thatumbrellaguy stevie j raw incrediblyaverage yellow flash spiritually empowered coaching ehacker come geek some entertainment and star wars                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                15
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights *dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard* *you are enabled by a tech industry that's as harmful the pre civil rights era with less laws than brick and mortar* humans do not comment the same over 100k times!!!!!!!!!!!!!!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       15
the really annoying thing is that after ah loses these court cases she'll disappear for a little while then come back in a year or two all contrite and remorseful and be celebrated as a 'strong woman who 'made a mistake but was able to admit it and learn from it and come back better' and all the rest of that type of bullshit and no one will give a f@*k about how she physically abused jd shat in his bed and tried to destroy his career great to live in the time of sound bites and blip verts                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             14
this is a question of justice!!! and justice is not middle justice but justice for all human beings that sofers in the hands of narcissists and abusers this is seriously not a jocke like amber heard is doing to johnny deep leting her go away with this is a monstrosity!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           14
who wants to see a movie with the abuser of jd? no one! she literally destroyed an innocent person's career and life with false accusationsdon't want to see her on screen!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               14
everyone is on his side his ex wife girlfriends friends even amber's own parents and sister have sided with him all evidence points to amber all comments have full proof of how she is ruined his career and how she is the abuser everyone calling her an abuser coz apparently she put one of her exes in hostipital and beat up her sister and now most of jonny's exes are standing with him and most of amber's exes are standing against her doesn't look good for her all this i'm still pissed that they have ruined johnnys carres how he may not veen star in pirates of caribean how they have insteantly sacked him after accusations against him and yet when therws full proof that amber is the abuser she still has her job johnny's litterally the sweetest guy ever when he was coming out of court ppl were cheering him on and giving him flowers and he was taking the flowers and kissing the fans not long ago he dressed up as jack sparrow for a children's hospital and spent 4 hours there with the sick kids even his ex wife who knew each other for 25 years spoke out and defended him he litterally cried in an interview about his daughter being ill and how it was dark times for him alot of the media and ppl against him are using his alcoholic issue as a target which isn't fair the day that the video that amber took of him shouting and throwing shit was intact the very week his mother had just died ms he had discovered some ppl who work for him conned him out of millions of dollars and betrayed him amber litterally used him she videoed him in distress after loading millions and his own mom all in one week she used that distressed and anger to frame him it was the perfect plan now if she wins she can get millions off of him and has stolen his career and good name there's even a recording of them fighting where she says no one will believe you i'm going to use makeup on my face and post it over social media to look liek u have bruised me not exact words but that's defiantly along the lines what she said in another recording he said he accidentally scraped her toes on the door when he was tryna walk away from an argument and apologized then he bent down to pick something up and she fucking slammed the door on his head also the worst part she freaking cut his fucking finger off and had to go to hospital to get it re attached and in an interview he was described as traumatized from the insident i love how the only thing they have against jonny is him accidently scraping her toes and throwing her phone across the room when he found her she was videoing him in distress and yet what they have against her is years of abusive relationships recordings of her manipulating him videos of interviews where she litterally controlling his every move her actually fucking cutting off his finger and slamming the door in his face and yet they have the audacity to ruin this sweet mans career??? the entire and i mean the entire media is on his side they all defending him and making very clear points on how shes the abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                     13
i've been in a relationship with someone this toxic i will never forget when my ex (year long relationship) accused me of cheating when i'd didn't at 24 years old i was working every day and night to pay the bills and was getting 3 hours of sleep every night from working 3 jobs she was going to school and living off of my income i got tired of it and i said if you are going to falsely accuse me of always cheating than i might as well do it anyways she pulled a knife on me in my own kitchen and told me i wouldn't live to tell the story she even asked me even if i was to stab you in 'self defense' who do you think the cops would believe you as a man or me? she even started fake crying with a knife pointed at my stomach while i was doing dishes and started talking to me as if she was speaking to cops afterwards saying things in a sobbing voice like he was coming at me and i didn't know what to do i then planned my escape that weekend afterwards and moved out bought a gun (carry it on me 24/7) and have never looked back but all i remember thinking all the time is there's women out there who are this crazy abusive and hide that they think this way they will hurt or threaten anyone to get what they want still to this day my current wife tells me i have issues trusting people (like friends and family) we even reflected and it took me about a year or two to properly fall asleep overnight in the same bed together since we've started i always tell her you would too after what i've dealt with                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        12
jd is in his mid 50's a family guy with successful long term relationships with no history of violence domestic abusers have a history she has a history of it not him he has a strong sense of self that makes him incapable of it in my opinion she is clearly the agresser here                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        12
amber heard is the abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 12
domestic abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           11
amber heard is an abuser!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 11
isn't it ironic when it was tapes of her admitting to abuse the media was silentbut when johnny sends a couple texts that are followed with a text admitting he would never hurt amber and he's just under the influenceits all over the media? definite agenda here i see what you are doing mediayou sexist tools!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     11
amber did abuse here other ex partner also so ther is proof she needs to be put down and depp needs to get back in pirats and fantastic beast                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             11
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard you are enabled by a tech industry that's as harmful the pre civil rights era with less laws than brick and mortar humans do not comment the same                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           10
she abused him                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            10
abuser turd                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               10
i will never watch a movie with amber heard i won't support an abuser and a liar #justiceforjohnnydepp #johnnydeppisinnocent                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              10
objective analysis i have found; live abuse free (therapist) lost beyond pluto (lawyer) debi doom (lawyer) thatumbrellaguy stevie j raw incrediblyaverage yellow flash spiritually empowered coaching ehacker come geek some entertainment and star wars                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  10
her insta post is pr to boost her public image all i read is she is excited to share this news but it seems to be about: i decided i wanted my terms i now appreciate i hope a part of me wants i also get that the nature of my job compels me to take control of this(wtf this??? it's a baby not a prop you fricken moron) she is the beginning of the rest of my life(another wtf for the next 20 years its our lives not yours) i i i me me me see a pattern? i truly hope this baby gets love and won't be abused as it appears that amber does to everyone she has close contact with                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              10
they have proof that she was the one being violent proof that she got makeup done to make it look like bruises proof that jd was the only one who had physical abuse and proof that jd is completely calm while she is trying to get a rise out of him because she wants to fight and he doesn't and proof that she was actively trying to ruin his career because she is a psychotic person who can't stand being dumped by a man!!! how is this still a question on who's the abuser?! how has this case not been solved? how is her career thriving while his is ending? all of his ex's came forward to tell everyone that jd was never abusive to them and always kind! how with all of this proof is she still the victim?! how has she not lost the case yet?! i'm completely baffled! this is the most ridiculous thing i've ever heard and seen! she is nothing but a complete and total psychopath who gets off on ruining the lives of anyone who dare try to get her out of their lives! she not only gets off on it but absolutely loves watching her lies destroy innocent people! she has no regard for anyone's life but her own! if it were possible for her to get away with she would have killed him and even then with the way this bs case is going she might have gotten away with that too!!! she is absolutely loving this! i can't believe that someone can be soooo damn twisted disgusting psychotic towards someone who gave them nothing but love! she deserves to have the exact same done to her! she deserves to lose everything and more! someone needs to beat her a$$! she is an absolute disgusting waste of flesh oxygen and space who needs to be taken down! she cannot just do this to a beloved innocent kind man! johnny's only fault was marrying this pos! she is a truly horrifying psychopath who now knows she can get away with something this disturbing so this makes her even more dangerous! *future victims beware* because there are absolutely going to be more victims! please for the love of god someone take her down and give her a taste of her own psychotic medicine!!! take her down before she can do this to anyone else! she has been proven to be a big fat liar many times! she says herself how she got the bruises painted on her face to screw him over! she is disgustingly toxic and manipulates him into thinking he's at fault too! she made herself seem irresistible to him made him think she was the perfect woman lied her way into the relationship manipulated him into the relationship she never loved him she is incapable of loving anyone but herself she pretended to love him to get him to marry her! i know women like her i have seen exactly this situation many times psychotic women who try to ruin a mans life when the man gets tired of them and tries to leave the relationship and these psychotic women will not just let them leave the relationship oh no how dare they try to leave them they will pay for it i've seen them literally hit themselves in the face and then call the cops and blame the man getting him arrested and then try to turn around and get him back by manipulating him into thinking it was his fault too! she tried to make herself seem innocent and sweet during interviews about the abuseshe is so despicable dangerous disgusting a lying tw@$ everything about her screams abusive liar fake psychotic who needs to be heavily medicated and locked in a padded cell! plus she has a domestic violence record!!!! jd does not! wtf is wrong with people?! #freejohnnydepp     10
i will never watch a movie with amber heard i won't support an abuser and a liar #justiceforjohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    10
i am a lady and this is just horrific ah seams to be the sort of person that will manipulate be spiteful mean cruel and do what ever it takes no matter how low cruel or force what she wants to happen to get what ah wants the outcome to be this is just horrible ah the media (as well as lawyers) are just sad people just as many males as there are females are vitamins every day sadly when males do speck out they are not believed males have rights and feelings too however never taken for there word and the truth jd i truly feel for him by what i see he is telling the truth i feel that sadly jd has been a victim of a not only verbal mental and physical abusive relationship from ah from the start also because he is a male there is no way in most peoples eyes that ah could do what she has and is doing to jd instead of blocking and erase the words say it as it is a physical abuse relationship slay the stigma                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          9
amber is the abuser not johnny                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             9
abuser!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  9
12/14 incidents were validated as true by judge nicol amber heard is a victim and she is a spokesperson for human rights and cyber civil rights *dear google and other tech leaders it is abusive to say 'she is not a victim' when she is a victim of domestic violence i support amber heard* *you are enabled by a tech industry that's as harmful the pre civil rights era with less laws than brick and mortar* humans do not comment the same!!! spam is abusive!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    9
i feel sick ًں¤¢ i come from an abusing home and i support victimsthat's why i can't help hate her she is a psychological and fisical abuseri'm ashame of everyone who supports herthe only that reconforts me is that no one of his fans has feel the pain of abuse that why they don't know the hate for abbusers                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        9
#boycottgully#amberheardisliar#domesticabuse#narcissisticabuse #justiceforjohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       9
amber the abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           9
she abused johnny depp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     9
abuser!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   9
shut up abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             9
http://chngit/fqlt5gxmdg please sign this petition to revoke amber turds title of ambassador of womens rights please pass this petition around as much as you can please support mr depp who is the real victim lets not glorify a abuser and bully                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        8
#ambertheabuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            8
Name: text, dtype: int64


df_liar = df_comments[df_comments.text.str.contains('liar')]
print(f'{df_liar.shape[0]} contributions, on {df_liar.video_id.nunique()} Videos, made by {df_liar.username.nunique()} Users')

19020 contributions, on 2565 Videos, made by 12767 Users


helpers.keyword_peaks(df_comments, 'liar', n=3, threshold=0)


df_liar.text.value_counts().head(60)

liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     212
she is a liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             63
liar!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     31
liar liar pants on fire                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   31
#amberheardisaliar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        29
amber heard you are such a liar and a woman beater jd! jd: your whole life is a lie! jd's fans: oohhhhhhhhhh!!! amber heard: *cries in background with no tears coming out* me: stop it amber heard nobody needs your bs that's spreading faster than the covid 19 virus world wide ًںک…ًں¤£ًںک‚                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          20
you are a liar amber turd! justice for johnny!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            19
amber is a liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           19
amber heard is a liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     17
this stupid crazy woman should get to jail!!! for doing this to jonny! she just wanted the fame! she did not even gave tthe monney he gave her to charrity as she said she would! she is a liar! and even jonnyآ´s exes stood up for him! he never raised his hands against them! he is such a sweetheart! all her claims are fals!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     17
she is such a liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        16
they have proof that she was the one being violent proof that she got makeup done to make it look like bruises proof that jd was the only one who had physical abuse and proof that jd is completely calm while she is trying to get a rise out of him because she wants to fight and he doesn't and proof that she was actively trying to ruin his career because she is a psychotic person who can't stand being dumped by a man!!! how is this still a question on who's the abuser?! how has this case not been solved? how is her career thriving while his is ending? all of his ex's came forward to tell everyone that jd was never abusive to them and always kind! how with all of this proof is she still the victim?! how has she not lost the case yet?! i'm completely baffled! this is the most ridiculous thing i've ever heard and seen! she is nothing but a complete and total psychopath who gets off on ruining the lives of anyone who dare try to get her out of their lives! she not only gets off on it but absolutely loves watching her lies destroy innocent people! she has no regard for anyone's life but her own! if it were possible for her to get away with she would have killed him and even then with the way this bs case is going she might have gotten away with that too!!! she is absolutely loving this! i can't believe that someone can be soooo damn twisted disgusting psychotic towards someone who gave them nothing but love! she deserves to have the exact same done to her! she deserves to lose everything and more! someone needs to beat her a$$! she is an absolute disgusting waste of flesh oxygen and space who needs to be taken down! she cannot just do this to a beloved innocent kind man! johnny's only fault was marrying this pos! she is a truly horrifying psychopath who now knows she can get away with something this disturbing so this makes her even more dangerous! future victims beware because there are absolutely going to be more victims! please for the love of god someone take her down and give her a taste of her own psychotic medicine!!! take her down before she can do this to anyone else! she has been proven to be a big fat liar many times! she says herself how she got the bruises painted on her face to screw him over! she is disgustingly toxic and manipulates him into thinking he's at fault too! #freejohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            16
she is a pathological liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                12
she is a bad liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         11
liar!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   11
liar turd                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 11
she is not a victim she is a liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         10
they have proof that she was the one being violent proof that she got makeup done to make it look like bruises proof that jd was the only one who had physical abuse and proof that jd is completely calm while she is trying to get a rise out of him because she wants to fight and he doesn't and proof that she was actively trying to ruin his career because she is a psychotic person who can't stand being dumped by a man!!! how is this still a question on who's the abuser?! how has this case not been solved? how is her career thriving while his is ending? all of his ex's came forward to tell everyone that jd was never abusive to them and always kind! how with all of this proof is she still the victim?! how has she not lost the case yet?! i'm completely baffled! this is the most ridiculous thing i've ever heard and seen! she is nothing but a complete and total psychopath who gets off on ruining the lives of anyone who dare try to get her out of their lives! she not only gets off on it but absolutely loves watching her lies destroy innocent people! she has no regard for anyone's life but her own! if it were possible for her to get away with she would have killed him and even then with the way this bs case is going she might have gotten away with that too!!! she is absolutely loving this! i can't believe that someone can be soooo damn twisted disgusting psychotic towards someone who gave them nothing but love! she deserves to have the exact same done to her! she deserves to lose everything and more! someone needs to beat her a$$! she is an absolute disgusting waste of flesh oxygen and space who needs to be taken down! she cannot just do this to a beloved innocent kind man! johnny's only fault was marrying this pos! she is a truly horrifying psychopath who now knows she can get away with something this disturbing so this makes her even more dangerous! *future victims beware* because there are absolutely going to be more victims! please for the love of god someone take her down and give her a taste of her own psychotic medicine!!! take her down before she can do this to anyone else! she has been proven to be a big fat liar many times! she says herself how she got the bruises painted on her face to screw him over! she is disgustingly toxic and manipulates him into thinking he's at fault too! she made herself seem irresistible to him made him think she was the perfect woman lied her way into the relationship manipulated him into the relationship she never loved him she is incapable of loving anyone but herself she pretended to love him to get him to marry her! i know women like her i have seen exactly this situation many times psychotic women who try to ruin a mans life when the man gets tired of them and tries to leave the relationship and these psychotic women will not just let them leave the relationship oh no how dare they try to leave them they will pay for it i've seen them literally hit themselves in the face and then call the cops and blame the man getting him arrested and then try to turn around and get him back by manipulating him into thinking it was his fault too! she tried to make herself seem innocent and sweet during interviews about the abuseshe is so despicable dangerous disgusting a lying tw@$ everything about her screams abusive liar fake psychotic who needs to be heavily medicated and locked in a padded cell! plus she has a domestic violence record!!!! jd does not! wtf is wrong with people?! #freejohnnydepp     10
i will never watch a movie with amber heard i won't support an abuser and a liar #justiceforjohnnydepp #johnnydeppisinnocent                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              10
i will never watch a movie with amber heard i won't support an abuser and a liar #justiceforjohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    10
amber liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 9
my homer is not a communist he may be a liar a pig an idiot a communist”but he is not a porn star! abe simpson                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             9
shes a liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                9
#boycottgully#amberheardisliar#domesticabuse#narcissisticabuse #justiceforjohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       9
i love your caring for the community and people out there going through a hard time and i really appreciate your spot on and thorough videos dissecting the horrific jd v/s ah case and exposing ah as a liar and an abuser                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                8
she is a terrible liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     8
what a liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                7
liars                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      7
pathological liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          7
liar liar liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             7
#justiceforjohnny #amberheardisanabuser #amberheardisaliar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 7
#justiceforjohnnydepp #amberheardisaliar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   7
sorry for all the other actors in this film but unliked this due to amber heard she is a fraud liar and a fake person due to her lies she is hurting the plea of women that are really being abused                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        7
get katie mcgrath to be mera as soon as possible she is very familiar with dc character                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    7
once a liar always a liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  6
such a liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                6
i dont hate her but she is really scare looking like a victim been the face of real abuse women and do the makeup to looks like that and the truee is sheee is a liar and manipulate person why nobody feel how real person was hurt for her disgusting behaivor!! she is bad person and still her feel good and victim                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    6
amber the liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             6
i'm sorry for those who are going to watch this because the cast is the worst liar who does not deserve to be treated well i demand to cancel it                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           6
liar!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     6
i wrote on johnny depp's facebook my love and sweet man johnny depp i've been thinking of something to defeat amber heard the great liar and psychopath we will win in virginia in 2022 think with me could it be that the places where you and amber were had a camera inside your house or in the establishment where you were in australia? because you know go search the cameras and do an investigation in silence without anyone knowing and take a copy of the images of her throwing pots at you punching you in the face hitting and hurting you and save your reputation in all world! that way it can be a winner because the cameras do not deceive and it is more than a photo that can be a lie as amber did and premeditated everything! the footage of the physical and verbal fights should be shown the feces on the bed too anyway show it all at the virginia court of law and don't waste time go through evidence to amber heard to get dismoralized only with evidence and not with words can you beat amber what's more the judgment is physical violence and it has nothing to do with adultery the court of justice only judges one thing at a time don't take any offense from amber heard and her sisters and friends they are evil characters and they will never be above good and evil we are going to win this war because with psychopaths it has to be that way for me i would have banished them all from planet earth!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                6
she is a liar!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             6
she is such a bad liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     6
you are a liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             6
amber you are fake and a liar!! watch her lie at 4:38 https://wwwyoutubecom/watch?v=hbh5o1ukpq8 2017 amber heard proclaims to every news outlet in the world: 7 million dollars in total was donated to aclu and chla 2018: johnny depp paid final portion of 7 million settlement 2018: amber wrote the op ed in december 2019: chla mailed her a letter and asked when they would be getting the 35 million dollar donation crickets 2019: depp sued amber heard for defamation in march 2020: amber heard's attorney elaine bredehoft states in legal filing that amber meant she would eventually over her lifetime donate 7 million she claims amber used the money for legal fees how did she know a year before being sued that she would be sued?! amber heard lied! she also lied on the stand in the uk trial therefore committing perjury and should be charged and jailed                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      5
liar ًں¤¥                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  5
even funnier she said i'd rather not be in courtwell thing is amber and her team have requested to the judge for her to be allowed in court every single day of this trial and it is jd's team who fought back saying it shouldn't happen unfortunately the judged sided with her on this argument but it shows again how she is such a pathetic liar in the end i'm glad it went the way it did because she just keeps shooting herself in the foot                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       5
i have followed this case for some time now and have seen the court documents and the evidence presented there is no doubt in my mind at all that amber heard is not only the abuser in this case but a blatant liar and shameless manipulator but no one should take anyones word for that go and review the evidence and the facts of the case available and make up your own mind it's so vitally important in this time of hearsay and media bias and dishonesty to be able to access facts and evidence so you can determine their credibility for yourself the channels that i follow and know to be covering this case in depth going over evidence and court documents are the following: lost beyond pluto (she is a lawyer and goes through the court documents and the case from a law perspective very informative) thatumbrellaguy (great content always directly backed by the latest evidence) stevie j raw  (also absolutely excellent at going through the evidence and facts has full readings of witness and defence statements) come geek some (same references and goes over facts and court documents) colonel kurtz  (has very interesting in depth content on the case from a more psychological/philosophical angle) as mentioned stevie j raw has uploaded full unedited readings of the court statements of amber heard johnny depp and other important key persons in the case giving you direct access to their own statements so you can compare and come up with your own opinion as to who is telling the truth                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            5
she is such a liar!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        5
amber heard is a liar amber heard is an abuser amber heard is a criminal amber heard is a man beater justice for johnny depp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               5
liar liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  5
ah is a liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               5
she is a liar ًں¤¥                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         4
they have proof that she was the one being violent proof that she got makeup done to make it look like bruises proof that jd was the only one who had physical abuse and proof that jd is completely calm while she is trying to get a rise out of him because she wants to fight and he doesn't and proof that she was actively trying to ruin his career because she is a psychotic person who can't stand being dumped by a man!!! how is this still a question on who's the abuser?! how has this case not been solved? how is her career thriving while his is ending? all of his ex's came forward to tell everyone that jd was never abusive to them and always kind! how with all of this proof is she still the victim?! how has she not lost the case yet?! i'm completely baffled! this is the most ridiculous thing i've ever heard and seen! she is nothing but a complete and total psychopath who gets off on ruining the lives of anyone who dare try to get her out of their lives! she not only gets off on it but absolutely loves watching her lies destroy innocent people! she has no regard for anyone's life but her own! if it were possible for her to get away with she would have killed him and even then with the way this bs case is going she might have gotten away with that too!!! she is absolutely loving this! i can't believe that someone can be soooo damn twisted disgusting psychotic towards someone who gave them nothing but love! she deserves to have the exact same done to her! she deserves to lose everything and more! someone needs to beat her a$$! she is an absolute disgusting waste of flesh oxygen and space who needs to be taken down! she cannot just do this to a beloved innocent kind man! johnny's only fault was marrying this pos! she is a truly horrifying psychopath who now knows she can get away with something this disturbing so this makes her even more dangerous! *future victims beware* because there are absolutely going to be more victims! please for the love of god someone take her down and give her a taste of her own psychotic medicine!!! take her down before she can do this to anyone else! she has been proven to be a big fat liar many times! she says herself how she got the bruises painted on her face to screw him over! #freejohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          4
for an actress she is a terrible liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      4
liar liar plants for hire                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  4
#justiceforjohnnydepp #adamwaldman #johnnydeppisinnocent #amberheardisaliar #amberheardisanabuser this is some of the evidence so far that has been presented to the courts & dispel rumors & false accusations *https://wwwfairfaxcountygov/circuit/high profile cases*آ  ((scroll down to the dropdown box & choose high profile cases depp should be the only choice)) this is just a bit of evidence that actually proves her lies there are pages & pages of facts proving she was actually the abuser 80 videos 30+ witnesses w/affidavits & past victims of domestic violence perpetrated by amber heard who have been scheduled for depositions as far as money problems his management & lawyers fleeced him he sued them and won an unspecified 8 figure amount these videos were made using her version of events they are able to show serious discrepancies & some outright lies they are exceptionally well done in what i consider an unbiased way they are not part of the court case but do contain information from the online court documents they explain & prove quite a bit without reading the hundreds & hundreds of court documents i suggest both 1 https://youtube/mn1b h7i0ne 2 https://youtube/nfuvmf kkxu 3 https://youtube/0g22uxfpm9s 4 https://youtube/mwufyo3ncas 5 https://youtube/6q9xjn3s8ww 6 https://youtube/pbxtr41zftq                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            4
disgusting liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            4
liar !                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     4
they won't believe you because you are a man she is not a victim #amberheardisanabuser #amberheardisaliar #justiceforjohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            4
Name: text, dtype: int64


df_crazy = df_comments[df_comments.text.str.contains('crazy')]
print(f'{df_crazy.shape[0]} contributions, on {df_crazy.video_id.nunique()} Videos, made by {df_crazy.username.nunique()} Users')

33681 contributions, on 2179 Videos, made by 26678 Users


helpers.keyword_peaks(df_comments, 'crazy', n=3, threshold=0)


df_crazy.text.value_counts().head(60)

that's crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          5968
that's crazy!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          763
thats crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            627
she is crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           126
that's crazy!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          97
thats crazy!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            73
that's crazy!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         64
that's crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            57
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crazy bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             34
that crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              33
that's crazy!!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        29
that's crazy !                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          29
that's crazy ًںکœ                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       27
this bitch is crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     22
damn that's crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       17
that's crazy !!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        17
this stupid crazy woman should get to jail!!! for doing this to jonny! she just wanted the fame! she did not even gave tthe monney he gave her to charrity as she said she would! she is a liar! and even jonnyآ´s exes stood up for him! he never raised his hands against them! he is such a sweetheart! all her claims are fals!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   17
bitches be crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        16
that s crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            16
that's crazy justice for johnny                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         16
thatآ´s crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           15
 that's crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           15
that's crazy!!!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       14
what a crazy bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      14
that's crazy ًں¤ھ                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       14
that is crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           14
wow that's crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        13
i've been in a relationship with someone this toxic i will never forget when my ex (year long relationship) accused me of cheating when i'd didn't at 24 years old i was working every day and night to pay the bills and was getting 3 hours of sleep every night from working 3 jobs she was going to school and living off of my income i got tired of it and i said if you are going to falsely accuse me of always cheating than i might as well do it anyways she pulled a knife on me in my own kitchen and told me i wouldn't live to tell the story she even asked me even if i was to stab you in 'self defense' who do you think the cops would believe you as a man or me? she even started fake crying with a knife pointed at my stomach while i was doing dishes and started talking to me as if she was speaking to cops afterwards saying things in a sobbing voice like he was coming at me and i didn't know what to do i then planned my escape that weekend afterwards and moved out bought a gun (carry it on me 24/7) and have never looked back but all i remember thinking all the time is there's women out there who are this crazy abusive and hide that they think this way they will hurt or threaten anyone to get what they want still to this day my current wife tells me i have issues trusting people (like friends and family) we even reflected and it took me about a year or two to properly fall asleep overnight in the same bed together since we've started i always tell her you would too after what i've dealt with      12
crazy woman                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             12
she is fucking crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    11
this is crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           11
'that's crazy'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          11
thats crazy!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          11
that's crazy justice for johnny!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        11
she is crazy!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           10
that's crazy justice for jd                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             10
she crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               10
thats crazy!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           10
it's crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               9
she is batshit crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     9
amber heard is crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     9
that's crazy bro                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         9
she looks crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          9
that's crazy #justiceforjohnny                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           8
she is bat shit crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    8
that's crazy ًںک³                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        8
shes crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               7
bitch is crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           7
that's crazy ًںک¦                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        7
this woman is crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      7
so first she was the victimnow she finally admitted to be the violent onebutit's the fault of the victimsounds pretty like any crazy manipulative narcissist violent sadist to mevictim shaming and alldamn if he doesn't win this case i don't know who will                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            7
nice job ambuser using an innocent baby to try to help you out of your legal problems this is not something to celebrate it's probably james franco's or donald trump's baby or maybe even her own dad's baby so they can keep crazy in the family poor little eggnog now ambuser turd can at least find the perfect role and play a remake mommy dearest perfectly maybe earn $050 at the box officw so she can pay for poor eggnog's therapy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           7
*that's crazy*                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           7
thats's crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            6
that bitch is crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      6
i hate this woman so much! she is a damn viper! it was a loveless marriage on her part everything indicates that he devised a plan to destroy mr johnny depp's successful career a plan that consisted of getting married for a short time asking for a divorce accusing him of domestic violence depp's dedication and professionalism ah wanted to destroy a kind man who is also an excellent actor this ordinary woman is a horrible actress without talent it is beautiful on the outside but on the inside it is horrible it has a very black very dirty interior that negates the physical beauty johnny depp is my favorite actor! he is a mature handsome and sexy man desired by millions of women around the world! so many that they would love to be in the place of this sick woman his mistake was marrying a narcissistic psychopath she is completely crazy justice for johnny depp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     6
amber is crazy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           6
that's crazy ًںک‌                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        6
she is crazy!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           6
Name: text, dtype: int64


df_disgusting = df_comments[df_comments.text.str.contains('disgusting')]
print(f'{df_disgusting.shape[0]} contributions, on {df_disgusting.video_id.nunique()} Videos, made by {df_disgusting.username.nunique()} Users')

12716 contributions, on 1937 Videos, made by 9763 Users


# importlib.reload(helpers)
helpers.keyword_peaks(df_comments, 'disgusting', n=2, threshold=0)


df_disgusting.text.value_counts().head(60)

disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         213
she is disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  141
amber is an awful awful person she has several charges and allegations against her from previous relationships and she is a terrible human being in general the email for disrespect she has shown for many many things and many things she has mocked is disgusting she has so much privilege and she is absolutely a menace! thank you for listening to my ted talk                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             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disgusting human being                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       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they have proof that she was the one being violent proof that she got makeup done to make it look like bruises proof that jd was the only one who had physical abuse and proof that jd is completely calm while she is trying to get a rise out of him because she wants to fight and he doesn't and proof that she was actively trying to ruin his career because she is a psychotic person who can't stand being dumped by a man!!! how is this still a question on who's the abuser?! how has this case not been solved? how is her career thriving while his is ending? all of his ex's came forward to tell everyone that jd was never abusive to them and always kind! how with all of this proof is she still the victim?! how has she not lost the case yet?! i'm completely baffled! this is the most ridiculous thing i've ever heard and seen! she is nothing but a complete and total psychopath who gets off on ruining the lives of anyone who dare try to get her out of their lives! she not only gets off on it but absolutely loves watching her lies destroy innocent people! she has no regard for anyone's life but her own! if it were possible for her to get away with she would have killed him and even then with the way this bs case is going she might have gotten away with that too!!! she is absolutely loving this! i can't believe that someone can be soooo damn twisted disgusting psychotic towards someone who gave them nothing but love! she deserves to have the exact same done to her! she deserves to lose everything and more! someone needs to beat her a$$! she is an absolute disgusting waste of flesh oxygen and space who needs to be taken down! she cannot just do this to a beloved innocent kind man! johnny's only fault was marrying this pos! she is a truly horrifying psychopath who now knows she can get away with something this disturbing so this makes her even more dangerous! future victims beware because there are absolutely going to be more victims! please for the love of god someone take her down and give her a taste of her own psychotic medicine!!! take her down before she can do this to anyone else! she has been proven to be a big fat liar many times! she says herself how she got the bruises painted on her face to screw him over! she is disgustingly toxic and manipulates him into thinking he's at fault too! #freejohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      16
this is disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       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she is so disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         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don't forget to report the video for hate full and abusing content the more report the more it's slap this disgusting channel or even report the channel as well                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    15
great video amber turd belongs behind bars for what she has done to woman & victims credibility disgusting amber turd ًں’©                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 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shes disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          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disgusting!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              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absolutely disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        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they have proof that she was the one being violent proof that she got makeup done to make it look like bruises proof that jd was the only one who had physical abuse and proof that jd is completely calm while she is trying to get a rise out of him because she wants to fight and he doesn't and proof that she was actively trying to ruin his career because she is a psychotic person who can't stand being dumped by a man!!! how is this still a question on who's the abuser?! how has this case not been solved? how is her career thriving while his is ending? all of his ex's came forward to tell everyone that jd was never abusive to them and always kind! how with all of this proof is she still the victim?! how has she not lost the case yet?! i'm completely baffled! this is the most ridiculous thing i've ever heard and seen! she is nothing but a complete and total psychopath who gets off on ruining the lives of anyone who dare try to get her out of their lives! she not only gets off on it but absolutely loves watching her lies destroy innocent people! she has no regard for anyone's life but her own! if it were possible for her to get away with she would have killed him and even then with the way this bs case is going she might have gotten away with that too!!! she is absolutely loving this! i can't believe that someone can be soooo damn twisted disgusting psychotic towards someone who gave them nothing but love! she deserves to have the exact same done to her! she deserves to lose everything and more! someone needs to beat her a$$! she is an absolute disgusting waste of flesh oxygen and space who needs to be taken down! she cannot just do this to a beloved innocent kind man! johnny's only fault was marrying this pos! she is a truly horrifying psychopath who now knows she can get away with something this disturbing so this makes her even more dangerous! *future victims beware* because there are absolutely going to be more victims! please for the love of god someone take her down and give her a taste of her own psychotic medicine!!! take her down before she can do this to anyone else! she has been proven to be a big fat liar many times! she says herself how she got the bruises painted on her face to screw him over! she is disgustingly toxic and manipulates him into thinking he's at fault too! she made herself seem irresistible to him made him think she was the perfect woman lied her way into the relationship manipulated him into the relationship she never loved him she is incapable of loving anyone but herself she pretended to love him to get him to marry her! i know women like her i have seen exactly this situation many times psychotic women who try to ruin a mans life when the man gets tired of them and tries to leave the relationship and these psychotic women will not just let them leave the relationship oh no how dare they try to leave them they will pay for it i've seen them literally hit themselves in the face and then call the cops and blame the man getting him arrested and then try to turn around and get him back by manipulating him into thinking it was his fault too! she tried to make herself seem innocent and sweet during interviews about the abuseshe is so despicable dangerous disgusting a lying tw@$ everything about her screams abusive liar fake psychotic who needs to be heavily medicated and locked in a padded cell! plus she has a domestic violence record!!!! jd does not! wtf is wrong with people?! #freejohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               10
amber heard is disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                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she is disgusting!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           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amber heard is a victim of nearly being killed! i saw this disgusting ai bot with raw flesh banner and dead heart profile photo working with 'hunting hound' account it matches amber saying depp put raw meat around the house and in her gown and how dueters appears to have a deer in headlights as his banner *amber heard needs to survive*                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            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this woman is disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     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disgusting person                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          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amber is disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 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i hope you put the same energy for those actors who have been proved to rape and violent women (who after all these years are still out there making movies/songs) disgusting pigs                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           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she is absolutely disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 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amber heard is a disgusting human being                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              8
what a disgusting person                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            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god is good all the time is good please repent god is coming repent god is coming god loves you and he cares about you and he does not want you to go to hell i do not want you to go to hell he loves you so much repent and ask for forgiveness god is coming rapture is coming jesus is coming jesus came as a lamb 2000 years ago to die on the cross of calvary for our sins now he will come as a lion and he will take his people and he will leave the unbelievers disobey as i did not obey his laws but not obey his word he will leave them and they will suffer the apocalypse please do not worship satan do not listen to satan's whispers do not listen if your flesh and satan is telling you oh you should say oh you should do this ignore it ignore it you should not allow satan to take over your life please surrender and give your life to jesus christ god loves you and wants the best for you please pray for forgiveness and repent i recommend you to watch lion of judah this youtube channel will inspire you to strengthen your life with jesus you to put your faith love and trust into jesus not for what he will bless you and not for what he will give you not for what benefit you but you love him for him just as he loves you for you he did on the cross and rose from the dead 3 days later for you didn't have to be nailed but he chose to be nailed for you and even before before the apocalypse come he was an angels he will send his profits to preach the word of god that's how much god wants you to saved he wants you to be safe so much that he took the extra measure to die on the cross for our sins and he also took the extra measure to make sure before he comes he will send prophet and angel still preached the word and show miracles do incredible miracles because it says in revelation and anybody that will insult will do bad things fire will come out of their mouth and devour them please god loves you he does not want you to suffer the apocalypse he said he will not make it rain fire nor will he make the world flood please listen to him listen to god not satan listen to god not satan listen to god not satan satan is terrible he is bad he is stupid he is revolting and disgusting but god god is the opposite he is all merciful loving he's great he is all powerful all worship and i praise to god jesus christ so powerful he's all merciful he loves you he's on the post it on the present and on the science guy god is the great god god is good all the time god is good god is good god loves you he cares for you satan did nothing for you he hates you but god loves you love god god deserves all the worship in the world know any who what where when how can come to compare to jesus christ nothing and i said nothing no one no thing no whatever no one is compared to god in the whole universe god is the creator of the universe god created everyone and he created you he created gold and he created everything ok!do not worship anything else than god i say do not worship anything else that jesus christ of nazareth surrender your life to the holy spirit surrender and give your life to the holy spirit because the holy spirit wants to bless you with the knowledge and understanding so you can preach the word so you can tell so you could inspire your loss brothers and sisters to give their life to christ if anybody tells you different ignore that ignore them because they do not believe please god loves you god is coming we may not have a 2022 we may not have a 2023 believe in what i'm saying please listen to god give your life to god and surrender your life and your soul your spirit and your heart to god jesus christ and the holy spirit because the holy spirit wants to bless you and give you everything god does not want his children to suffer god wants you to prosper ok god wants you to prosper please listen to what i am saying do not put your faith and trust me i speak for god i speak with god i do not speak against god i will never speak against god ike will speak for god i am a soldier of christ and i fight for christ and we are in the spiritual warfare please put the full armor of god if you do not remember the whole armor of god put on christ because he has peace because he is righteousness because he's everything that you need he is a shield of faith put on christ love christ surrender your life to jesus christ do not put your faith and trust in me put your faith and trust in the lord god is coming give your life to him while you have time i speak for christ i fight for christ i will never fight against christ i will never fight christ i will fight for christ and i will fight by and i will fight with christ be like you know be like a lighter they walked with christ with faith they did not walk ahead they did not walk behind they do not walk after they do not walk before they walked with christ and faith and they walked by christ and faith give your life to god worship and surrender to god do not put your faith and trust in me put your faith and trust in the lord for god is coming he loves you please please please your time is running out god loves you and so do i does not want you to go to hell god loves you and he cares about you please repent and ask for forgiveness all these false religions and false god's are wrong like muslim religion buddhism they are all wrong attack me if you like i speak the truth god almighty heavenly father should be your god not satan not allah but god and jesus christ should be your savior not muhammad?!remember gods not dead he's surely he's living inside roaring like a lion      7
what a disgusting human being                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                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the other side of the evidence (that depp might be at least partially guilty) a recording in july 2016 can hear depp saying to amber: i headbutted you in the forehead that doesn't break a nose johnny's security guard jerry judge could be heard on the five hour recording taken in the house in australia saying that he saw cuts on ms heard's armsand amber had permanent scars on her arms johnny said in a text that his severed finger came from him throwing a bottle but now says it was amber there is a tape of johnny's witness saying that they were pressured to give evidence for him a nurse who saw amber just after she said that johnny had attacked her noted that she had bleeding to her lip make up artist melanie inglessis said she helped amber cover up bruises and marks before the james cordon show ambers neighbor says she saw her with injuries the night the police were called raquel pennington told him mr depp had 'shoved her' and he 'got angry' and went and 'banged on the door' of another apartment before going back to his own joshua drew said to johnny's bodyguard something like 'he beat the shit out of her again and you guys stood by and watched it' and he responded it's not his business they are husband and wife smack the ugly cunt around ellen barkin claims depp threw a wine bottle across a hotel room during a fight with friends depp man in canada in the 80's who asked a group of people to leave a party at a hotel and was arrested for threatening the people in london in 1999 threatened johnny's manager texted amber manager when i told him he kicked you he cried it was disgusting and he knows it screen shots of staff supported amber and said she was kicked hit and crying but they were too afraid to witness screenshots آ https://drivegooglecom/open?id=1gy4pw8yopvsy3t2vzs_zqp_9_ fmywieآ andآ https://wwwyoutubecom/watch?v=u2qfcfd 5c8                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       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she is a disgusting person                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   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she is useing a child as a wepon now! this makes me so mad!!!!!! useing a child for pitty to avoid jail time!!!!!! this is so disgusting she needs the death penalty!she had a saraget child!!!! faceing jail time randomly???manipulator                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    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disgusting human                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             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she is a disgusting human being                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              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that's disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            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hi guys please sign the petitions below for removing amber heard from the ongoing campaign and movieآ  removing her from aquaman franchise http://chngit/6hxmxbsgf2 removing her as a l' oreal spokesperson http://chngit/62bynytqhb i have never been a big fan of johnny but i believed that no one man or woman should have to go through such mentally and physically abused relationship i was in one but i simply cannot imagine how hurt johnny is to have to go through this in public with all the trashtalk of medias the entire world and friends turning their backs on him it is even more disgusting knowing that hollywood nor the press are reporting this it didn't even go as viral as the accusations amber made out of johnny years ago if we can get as much views on all the videos we can also make it viral and help johnny #justiceforjohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    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i dont hate her but she is really scare looking like a victim been the face of real abuse women and do the makeup to looks like that and the truee is sheee is a liar and manipulate person why nobody feel how real person was hurt for her disgusting behaivor!! she is bad person and still her feel good and victim                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  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disgusting creature                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  5
#amberheardisadisgustinghuman                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                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this is absolutely disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                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the other side of the evidence (that depp might be at least partially guilty) a recording in july 2016 can hear depp saying to amber: i headbutted you in the forehead that doesn't break a nose johnny's security guard jerry judge could be heard on the five hour recording taken in the house in australia saying that he saw cuts on ms heard's armsand amber had permanent scars on her arms johnny said in a text that his severed finger came from him throwing a bottle but now says it was amber a couple of years ago he was sued sued by his bodyguards for being violent toward them and forcing them to transport narcotics for him (he eventually settled out of court) and as of 2019 he is being sued for attacking a locations manager on a film set there is a tape of johnny's witness saying that they were pressured to give evidence for him a nurse who saw amber just after she said that johnny had attacked her noted that she had bleeding to her lip johnny texted amber saying i couldn't be more sorry for yet again ruining your day i always regret when i jump or worse when you jump i'm a f****** savage make up artist melanie inglessis said she helped amber cover up bruises and marks before the james cordon show ambers neighbor says she saw her with injuries the night the police were called raquel pennington told him mr depp had 'shoved her' and he 'got angry' and went and 'banged on the door' of another apartment before going back to his own joshua drew said to johnny's bodyguard something like 'he beat the shit out of her again and you guys stood by and watched it' and he responded it's not his business they are husband and wife depp texted he was going to smack the ugly cunt around ellen barkin claims depp threw a wine bottle across a hotel room during a fight with friends assaulted a man in canada in the 80's who asked a group of people to leave a party at a hotel johnny was arrested for threatening people in london in 1999 johnny's manager texted amber manager when i told him he kicked you he cried it was disgusting and he knows it screen shots of staff supported amber and said she was kicked hit and crying but they were too afraid to witness https://drivegooglecom/open?id=1gy4pw8yopvsy3t2vzs_zqp_9_ fmywie and https://wwwyoutubecom/watch?v=u2qfcfd 5c8                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      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hold up hold up hold up amber i am a victim of domestic violence i almost died at 8 months pregnant along with my unborn son #1 https://youtube/0aynytutetg this is what that looked like you are disgusting to so many victims you climb on our backs for attention willing to destroy him and you were the abuser?! girl you need jesus in your life or something what is coming out of your mouth in relation to what really happened is sickening as a survivor btw i'll tell you i never raised my voice to him! i was farrr too afraid of the consequences you are so terrified but you are screaming in his face and he can't get a damn word out?! you are telling him to stay even when you abuse him?! you are a horrendous human being and may god have mercy on you you can't save your face and ass at the same time so pick one!! ًںک،ًںک¤                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     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amber turd belongs behind bars for what she has done to woman & victims credibility disgusting amber turd ًں’©                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             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she is such a disgusting human being                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 4
it's disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      4
farrah is disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         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disgusting liar                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     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not justifying domestic abuse but i find it absolutely ridiculous how many people come to the defense of a man who has a matching pedophile tattoo with marilyn manson and who's also a disgusting holly wood elitisty'all need to wake up                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   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what a disgusting bitch                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      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what a disgusting woman                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      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they have proof that she was the one being violent proof that she got makeup done to make it look like bruises proof that jd was the only one who had physical abuse and proof that jd is completely calm while she is trying to get a rise out of him because she wants to fight and he doesn't and proof that she was actively trying to ruin his career because she is a psychotic person who can't stand being dumped by a man!!! how is this still a question on who's the abuser?! how has this case not been solved? how is her career thriving while his is ending? all of his ex's came forward to tell everyone that jd was never abusive to them and always kind! how with all of this proof is she still the victim?! how has she not lost the case yet?! i'm completely baffled! this is the most ridiculous thing i've ever heard and seen! she is nothing but a complete and total psychopath who gets off on ruining the lives of anyone who dare try to get her out of their lives! she not only gets off on it but absolutely loves watching her lies destroy innocent people! she has no regard for anyone's life but her own! if it were possible for her to get away with she would have killed him and even then with the way this bs case is going she might have gotten away with that too!!! she is absolutely loving this! i can't believe that someone can be soooo damn twisted disgusting psychotic towards someone who gave them nothing but love! she deserves to have the exact same done to her! she deserves to lose everything and more! someone needs to beat her a$$! she is an absolute disgusting waste of flesh oxygen and space who needs to be taken down! she cannot just do this to a beloved innocent kind man! johnny's only fault was marrying this pos! she is a truly horrifying psychopath who now knows she can get away with something this disturbing so this makes her even more dangerous! *future victims beware* because there are absolutely going to be more victims! please for the love of god someone take her down and give her a taste of her own psychotic medicine!!! take her down before she can do this to anyone else! she has been proven to be a big fat liar many times! she says herself how she got the bruises painted on her face to screw him over! #freejohnnydepp                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    4
okay you know this is the problem i think that fan girls nowadays are so immature regardless of their age anymore it's embarrassing i for one am crazy about ryan kwanten but i also know that if i saw a video of him acting like this i would be severely embarrassed that i like him because this is somebody with severe drinking drug and mental problems you want to believe he is a certain caliber of human being and that he's just like what he shows and movies and also because he's just so cute to you that you look past so many of the faults but you are okay thinking that his behavior is ok and that's what's disgusting i don't give a damn whether you like her or not but i do believe her because it's obvious this is somebody who has anger issues and drinks in the morning and lord knows what he's like by 5 o'clock in the evening after 4 bottles of wine at least i think it's just disgusting behavior that so many of you girls are sticking up for him you don't even know her and your victim blaming she didn't want anything but his love so that's why she didn't hold on to the money but who the hell if they were scheming bitches after his money would give it all away?! she is not that stupid! you really think that if she was after her share in her divorce settlement by the lying that should just give it up? give me a break! you all that actually believe that sound like the world's biggest bunch of idiots! grow up and realize that just because he's an attractive actor and you are so crazy about him doesn't make him what you think he is! you have no fucking clue and not a single one at all obviously what he is like out of the spotlight! and you probably so dumb that if you fell for a guy you let him beat on you because he's attractive and you are so desperate for a good looking guy to like you! you need to be strong women and say that this is inappropriate behavior she was being very nice to him but she was recording it because she was afraid that if she got beat up or something happened then there's proof of it! it's not like should i try very hard for something to happen or cause something to happen for him to act like this! wake up sheeple!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                3
the other side of the evidence (that depp might be at least partially guilty) a recording in july 2016 can hear depp saying to amber: i headbutted you in the forehead that doesn't break a nose johnny's security guard jerry judge could be heard on the five hour recording taken in the house in australia saying that he saw cuts on ms heard's armsand amber had permanent scars on her arms johnny said in a text that his severed finger came from him throwing a bottle but now says it was amber a couple of years ago heآ was sued sued by his bodyguards for being violent toward them and forcing them to transport narcotics for him (he eventually settled out of court) and as of 2019 he is being sued for attacking a locations manager on a film set there is a tape of johnny's witness saying that they were pressured to give evidence for him a nurse who saw amber just after she said that johnny had attacked her noted that she had bleeding to her lip johnny texted amber saying i couldn't be more sorry for yet again ruining your day i always regret when i jump or worse when you jump i'm a f****** savage make up artist melanie inglessis said she helped amber cover up bruises and marks before the james cordon show ambers neighbor says she saw her with injuries the night the police were called raquel pennington told him mr depp had 'shoved her' and he 'got angry' and went and 'banged on the door' of another apartment before going back to his own joshua drew said to johnny's bodyguard something like 'he beat the shit out of her again and you guys stood by and watched it' and he responded it's not his business they are husband and wife depp texted he was going to smack the ugly cunt around ellen barkin claims depp threw a wine bottle across a hotel room during a fight with friends assaulted a man in canada in the 80's who asked a group of people to leave a party at a hotel johnny was arrested for threatening people in london in 1999 johnny's manager texted amber manager when i told him he kicked you he cried it was disgusting and he knows it screen shots of staff supported amber and said she was kicked hit and crying but they were too afraid to witnessآ https://drivegooglecom/open?id=1gy4pw8yopvsy3t2vzs_zqp_9_ fmywieآ andآ https://wwwyoutubecom/watch?v=u2qfcfd 5c8                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   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they won't believe you because you are a man disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      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this video is disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             3
disgusting!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                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she is disgusting ًں¤®                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               3
amber heard is absolutely disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         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what has happened to johnny depp is disgusting and i pray he gets justice and recover from this i hope amber gets punished for this and i'm glad that this has come about as it shows how neglected male domestic abuse is and how easy it is for a women to ruin a man and how feminism fails to campaign for things to benefit men and protect them from things like this what i'm about to say may not be liked by many but i understand that in all honesty i hate feminism because of the man hating cult it's become and how there is inequality in the world that is neglected by them that puts men at a disadvantage however i share my opinion as a human not an anti feminist: ھi don't condone what amber heard's done it's disgusting and she should be punished but we have to remember people can change and can redeem themselves i'm glad people are seeing domestic male abuse and how a women can ruin a man and the inequalities of gender when it comes to the criminal justice system i'm glad johnny depp is going to get justice and amber heard will pay the price i hope this proves that feminism isn't as great as it thinks it is and has done a lot for women but what's it done for men but she shouldn't lose her whole career she is a part of the dceu and based on videos online she seems nice and i loved her in aquaman she has made a criminal offence and i have lost some love and respect for her for that but she is a human who just needs to be punished and taught the error of her way instead of firing her from everything just make her unable to star in anything other than what she is contracted to for xnumber of years let her do an aquaman 2 of she is contracted to do it but don't let her do another if she isn't contracted to make her make a public apology to johnny depp and admit what she is done pay him a large sum of money for what she is done to him then make her serve some kind of punishments like house arrest and community service and have a restraining order against johnny depp put on her make her realise that what she is done is scummy but give her a chance to redeem herself like we would want ourselves if we were her based on what happened with caroline flack we can see the damage the internet can do to someone even if they do deserve it and if we push someone to do something like that and take a life we've done worse than what we've criticised them for¬ give her a chance to redeem herself it will take a long time and it won't be easy she will still be hated by some and she may not completely deserve it but if we were her we would want it punish her but give her a chance to redeem herself make her realise she is a criminal but make her realise that she can sort of comeback from this be kind                                                                                                                                                                                                                                                                                        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utterly disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           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she is such a disgusting person                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              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dude hollywood is full of men who rape violent corrupte etc if we have to attack her for that then we have to attack all the other males and things would go out of control what she said is bad but nothing compare to what those actors/rappers did (drug and then rape women) and they are still working making movies and songs it's disgusting i hope people put the same effort to cancel them too                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             3
and isn't anyone worried for that babies safety?? she is a raging lunatic and we all heard her in those tapes how do you think she is going to react to a baby who endlessly cries and behaves like a normal baby!!!???!! this is crazy she is desperately trying to force the public to stop focusing on her crimes and start being nice to her as a mother using that baby to fix her image disgusting                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             3
@lilyanna amber heard is a victim of nearly being killed! i saw this disgusting ai bot with raw flesh banner and dead heart profile photo working with 'hunting hound' account it matches amber saying depp put raw meat around the house and in her gown and how dueters appears to have a deer in headlights as his banner *amber heard needs to survive*                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          3
Name: text, dtype: int64


df_jail = df_comments[df_comments.text.str.contains('jail')]
print(f'{df_jail.shape[0]} contributions, on {df_jail.video_id.nunique()} Videos, made by {df_jail.username.nunique()} Users')

18937 contributions, on 2203 Videos, made by 13168 Users


helpers.keyword_peaks(df_comments, 'jail', n=4, threshold=0)


df_jail.text.value_counts().head(60)

she should be in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              56
she needs to go to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            36
i hope she goes to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            35
put her in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    31
shes using the child to avoid jail and get support to be on aquaman 2!ًںک،ًںک،ًںک،ًںک،ًںک،ًںک،ًںک،                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 28
she should go to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              24
this stupid crazy woman should get to jail!!! for doing this to jonny! she just wanted the fame! she did not even gave tthe monney he gave her to charrity as she said she would! she is a liar! and even jonnyآ´s exes stood up for him! he never raised his hands against them! he is such a sweetheart! all her claims are fals!!!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              17
jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               16
hope she goes to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              16
she deserves jail time                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             16
she needs to be in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            15
amber heard should be in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      12
she belongs in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                11
go to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         11
she should be jailed                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                9
she deserves jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   9
she deserves to be in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          8
jail her                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            8
she needs to go to to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          8
why isn't she in jail?                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              7
she needs jail time                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 7
#devilwoman #jailamber #queenofstupid #freetheinnocent #justiceforjohnny                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            7
its not real he isnt in jail this guys is making shit up and saying hes in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     7
she is going to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                7
throw her in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   7
send her to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    6
she is useing a child as a wepon now! this makes me so mad!!!!!! useing a child for pitty to avoid jail time!!!!!! this is so disgusting she needs the death penalty!she had a saraget child!!!! faceing jail time randomly???manipulator                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           6
jail her!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           6
she should go to the jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           6
amber hasn't been sentenced to jail time at least not yetclick bait                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 6
she needs jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      6
#justiceforjohnny amber heard deserves jail!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        6
#jail4amberheard                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    5
she should be in jail!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              5
how is she not in jail?                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             5
amber turd deserves jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            5
amber needs to be in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           5
#devilwoman #jailamber #freetheinnocent #justiceforjohnny                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           5
put her in jail!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    5
amber should be in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             5
in a perfect world amber heard goes to jail and flashpoint recasts mera                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             5
put her in jail already                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             5
amber you are fake and a liar!! watch her lie at 4:38 https://wwwyoutubecom/watch?v=hbh5o1ukpq8 2017 amber heard proclaims to every news outlet in the world: 7 million dollars in total was donated to aclu and chla 2018: johnny depp paid final portion of 7 million settlement 2018: amber wrote the op ed in december 2019: chla mailed her a letter and asked when they would be getting the 35 million dollar donation crickets 2019: depp sued amber heard for defamation in march 2020: amber heard's attorney elaine bredehoft states in legal filing that amber meant she would eventually over her lifetime donate 7 million she claims amber used the money for legal fees how did she know a year before being sued that she would be sued?! amber heard lied! she also lied on the stand in the uk trial therefore committing perjury and should be charged and jailed                                                                                                                                                                                                                                                               5
she deserves to go to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          5
you should be in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               5
#jailamber                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          5
hope she rots in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               4
why is she not in jail?                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             4
i hope she gets jail time                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           4
it's some amber ًں’© had heard from 2 of her friends i had heard that miss turd had been in a car accident when she was 16 and 1 person was killed turd was drunk and hired i had heard she hadn't see her parents for many years because they fought and she punched her father i had heard she had been in jail for hitting her ex wife people lived around them told me that they always fired and were yelling all day long she was dominant and aggressive one of their relationship i also had heard all her ex girlfriends and boyfriends was hitting by amber i had heard she had been stripper after she dropped out from school i had heard she musk bought her the position she is today for spokeswoman for some organisations i had heard from some her close friends that she is the most narcissistic calculate cold heart and often drunk and hire she only use people around her to receive her gaols it's something i had heard from friends ًں‡©ًں‡° i have heard she is been fired from aquaman 2 and l'orأ©al spokeswoman for those organisations moskusky bought for her they will not announce yet because of her trials     4
#amberheardneedstogotojail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          4
amber should go to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             4
if amber heard was a guy she'd be in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           4
i hope she rots in jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             4
take her to jail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    4
she needs to go to jail!                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            4
she makes me feel physically sick!! she absolutely deserves jail time for these absurd illogical and actually cruel accusations unfortunately i found myself in a somewhat similar predicament in the past so all my love goes out to johnny!! the truth will always find a way to come out in the end :o) == if it hasn't yet its just not the end ;o)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             4
tis the season to be lying falalalala when amber heard got caught with the biggest lies she told everyone to hurt the legendary johnny depp she will get sent to jail falalalalaًںک…ًں¤£ًںک‚                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        4
hope she gets jail time                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             4
#putamberheardinjail                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                4
Name: text, dtype: int64

Column	Definition
etag	Record (entity tag); Unique for each record
tl_etag	Top Level Comment eTag
tl_id	Top Level Comment ID
tl_video_id	Top Level Comment Video ID
tl_text	Top Level Comment Text
tl_author_display_name	Top Level Comment Display name Not Unique
tl_author_channed_id	Top Level Comment Channel ID Unique for each Author
tl_n_likes	Top Level Comment Number of Likes
tl_comment_puplish_dtime	Top Level Comment Number Publish Date Time
tl_comment_update_time	Top Level Comment Number Update Date Time
n_replies	Number of Replies of each record
replies.comments	UNDER INVESTIGATIONS
tl_moderation_status	Top Level Comment Moderation Status (Classified Spam or Not)

	video_id	comment_etag	comment_id	text	username	author_ch_id	nlikes	p_dtime	u_dtime	nreplies	moderation_status	comment_reply	parent_id	author_ch_url	author_profile_image	year	date	month	dayofmonth	hour
15856	RZ9pdYUENBg	2ytSk1FE1AJA97Q2Madd1n98VHI	Ugh_5obtRQF8R3gCoAEC	she is so beautiful	esvhgvtr	UClld9-rBfNePAy8647U2MQw	9.0	2014-01-18 04:57:12+00:00	2014-01-18 04:57:12+00:00	1.0	likelySpam	comment	none	none	none	2014	2014-01-18	Jan	18	4
15874	EYo38Ffrzxk	Sf1VnkAphb--YodRkkQ1aT3moO0	Ugg8MVtx6Qxvg3gCoAEC	she kinda looks like scarlett johansson here b...	blinkatreyu	UCJZHrLO0zTL_Udgb9CbVMww	1.0	2014-05-27 02:26:16+00:00	2014-05-27 02:26:16+00:00	0.0	likelySpam	comment	none	none	none	2014	2014-05-27	May	27	2
16069	V07XevGKH5k	u4C1TEulypSdrp_D_ISLHILt8VI	UgjJ-c4hBX9NRngCoAEC	johnny is so hoooooooooootoh my godآ	Firko Depp	UCYDTxSvgndy3sJ3M6Z9cCjA	14.0	2014-01-28 11:53:37+00:00	2014-01-28 11:53:37+00:00	1.0	likelySpam	comment	none	none	none	2014	2014-01-28	Jan	28	11
16203	hFU-vcdwRMw	vKz_q216ZrAvj3G7PrhmzYYpkFA	UggZjr6ZeWNAg3gCoAEC	johny depp ruined vanessa paradis kate moss an...	Hanah Hamilton	UCidXyburWKIjXcGmwylrfDA	0.0	2014-02-26 03:00:30+00:00	2014-02-26 03:00:30+00:00	0.0	likelySpam	comment	none	none	none	2014	2014-02-26	Feb	26	3
16229	D24p1rQ-yo4	QufN8e7Ymk2uvxAZcCcL2zlTYn4	Uggm7RoSoQQ6YngCoAEC	nicolas cagein a 3d moviehe's gonna eat the au...	Shanethefilmmaker	UCaoGpMOT6ZkYcIElEKVoICQ	0.0	2014-01-15 18:57:09+00:00	2014-01-15 18:57:09+00:00	0.0	likelySpam	comment	none	none	none	2014	2014-01-15	Jan	15	18

	date	ncomments	nlikes	nreplies
1330	2020-04-08	576	12915.0	439.0
1269	2020-02-07	492	31479.0	690.0
1588	2020-12-22	478	2070.0	24.0
1266	2020-02-04	456	16334.0	378.0
1589	2020-12-23	410	1401.0	41.0
1331	2020-04-09	373	8983.0	250.0
1590	2020-12-24	372	1117.0	43.0
1270	2020-02-08	352	10578.0	259.0
1265	2020-02-03	303	13181.0	269.0
1435	2020-07-22	286	13730.0	319.0
1267	2020-02-05	262	4247.0	138.0
1436	2020-07-23	232	11189.0	140.0
1729	2021-05-12	228	2408.0	106.0
1657	2021-03-01	219	2573.0	118.0
1633	2021-02-05	218	1891.0	59.0

	date	ncomments	nlikes	nreplies
71	2020-02-07	26	14.0	0.0
108	2020-04-19	19	5.0	0.0
70	2020-02-06	19	6.0	0.0
77	2020-02-13	14	2.0	0.0
74	2020-02-10	12	4.0	0.0
73	2020-02-09	11	18.0	0.0
79	2020-02-15	10	5.0	1.0
112	2020-05-11	9	11.0	0.0
72	2020-02-08	8	4.0	0.0
86	2020-02-25	7	1.0	0.0
80	2020-02-16	6	0.0	0.0
138	2020-07-29	6	2.0	1.0
139	2020-07-30	5	0.0	0.0
92	2020-03-11	5	2.0	0.0
123	2020-06-15	5	1.0	0.0

	date	ncomments	nlikes	nreplies
3093	2020-12-27	12837	175308.0	769.0
3092	2020-12-26	9639	169265.0	557.0
3089	2020-12-23	9553	240048.0	1376.0
3090	2020-12-24	8423	234557.0	941.0
3094	2020-12-28	7951	94882.0	624.0
3095	2020-12-29	6144	92072.0	709.0
3096	2020-12-30	4801	80637.0	434.0
3091	2020-12-25	4409	90777.0	452.0
2766	2020-02-04	4347	121480.0	3223.0
3088	2020-12-22	3744	117748.0	780.0
2769	2020-02-07	3329	92380.0	2592.0
2770	2020-02-08	3062	107037.0	1964.0
3097	2020-12-31	2965	47417.0	448.0
2765	2020-02-03	2635	114041.0	2939.0
3098	2021-01-01	2495	37574.0	334.0

Table of Contents¶

Introduction¶

Exploratory Data Analysis¶

Exploring Likely Spam Comments¶

Primary Text Investigation¶

Exploring Threat Comments¶

A Heat Map for the Threat Comments¶

Threat Comments Peak Dates¶

Exploring Negative Comments¶

Negative Comments¶

Negative Comments¶

Likely-Spam Negative Comments¶

Negative Likely-Spam Comments Peak Dates¶

A Heat Map for the Negative Comments¶

Negative Comments Peak Dates¶

Contains "Victim"¶

A Heat Map for the Comments Containing "Victim"¶

Top Users with Comments Containing "victim" keyword¶

"victim" Users Contributions on Each Date¶

"victim" Peak Dates¶

More Investigations on Top Users Commented with "victim" Keyword¶

Negative Comments Without "Victim"¶

Most Repeated Comments¶

Same Text Same Date¶

Primary Text Investigation¶

Contains Amber¶

Contains Johnny¶

Contains F*ck¶

Contains B*tch¶

Contains Abuser¶

Contains Liar¶

Contains Crazy¶

Contains Disgusting¶

Contains Jail¶

Conclusions¶

END OF NOTEBOOK ¶

	video_id	comment_etag	comment_id	text	username	author_ch_id	nlikes	p_dtime	u_dtime	nreplies	moderation_status	comment_reply	parent_id	author_ch_url	author_profile_image	year	date	month	dayofmonth	hour
0	DiXRVYRZchs	mvtTos5huTqXhtAs-JPzt7mls_A	UgjyORuX3p35VXgCoAEC	good work!	Shocka Delica	UC6cJzw3ChENHVREKzpx1e3Q	9.0	2013-11-29 05:18:47+00:00	2013-11-29 05:18:47+00:00	1.0	NaN	comment	none	none	none	2013	2013-11-29	Nov	29	5
1	VPUUrdgxIa8	XpsHQJXeW3QznSOnkHg2LFrp-dU	UggV-BvKpFaaaHgCoAEC	fake lesbian career boost fail	Vincent Lyle	UCSKuFV9GWVXgh3dtdKCxZoQ	2.0	2013-12-27 21:05:54+00:00	2013-12-27 21:05:54+00:00	0.0	NaN	comment	none	none	none	2013	2013-12-27	Dec	27	21
2	VPUUrdgxIa8	VRefhV-4H8413hvRHP5-zKWyNuQ	Ugio47Mc-eG0dHgCoAEC	so during movie shoots some actresses use dild...	Soluchi {Michael Jackson Lookalike, Dancer, VFX}	UCQb__wEpi5q8_xhkuk2jm5g	2093.0	2013-12-26 01:24:40+00:00	2013-12-26 01:24:40+00:00	7.0	NaN	comment	none	none	none	2013	2013-12-26	Dec	26	1
3	VPUUrdgxIa8	auBUVEx3Zm2I35CN0iASII7-3V4	Ugj0tLP9hfrMkXgCoAEC	god liam hemsworth looks insanely a lot like h...	Chris Andreev	UCseIHRwQ0oAAXK2-e8E2_FA	0.0	2013-12-07 21:22:41+00:00	2013-12-07 21:22:41+00:00	3.0	NaN	comment	none	none	none	2013	2013-12-07	Dec	7	21
4	VPUUrdgxIa8	6NhfYEJJ6zK5ieP-jD9dB25SC-k	Ughdfu9Z390BW3gCoAEC	i'd watch her day and night	Dzimka Bujiashvili	UCzPTU13Mb7dO1jgIbHp2ABw	7.0	2013-12-04 23:01:35+00:00	2013-12-04 23:01:35+00:00	0.0	NaN	comment	none	none	none	2013	2013-12-04	Dec	4	23

	date	year	month	dayofmonth	hour	ncomments	nreplies	nlikes
0	2018-07-21	2018	Jul	21	20	6998	2994	38909
1	2018-07-21	2018	Jul	21	19	4877	2181	30351
2	2020-10-24	2020	Oct	24	8	4404	1121	24569
3	2018-07-21	2018	Jul	21	21	3153	1087	16811
4	2018-11-19	2018	Nov	19	17	2673	1775	21042

	video_id	comment_etag	comment_id	text	username	author_ch_id	nlikes	p_dtime	u_dtime	nreplies	moderation_status	comment_reply	parent_id	author_ch_url	author_profile_image	year	date	month	dayofmonth	hour
414	EYo38Ffrzxk	lszA-zsDuxsipz45LAZdRc8DYOc	UgyeKlHSK2ubb7uaQH14AaABAg	she is gorgeous top looking natural beauty i l...	Abdelyamine kamel	UC6UwWh45hW84f2tU8X-H3-g	0.0	2013-03-30 20:06:28+00:00	2013-03-30 20:06:28+00:00	0.0	NaN	comment	none	none	none	2013	2013-03-30	Mar	30	20
470	yrTk-BEQ4kA	RkYh4qVNclPg1LnIAlGL8VHaEok	UgyQYAZ2Lf0islXlSsJ4AaABAg	nice video im glad my beautiful baby is happy ...	Lorena Correa	UC-U0b5opsXnGRyHBzRSSLjw	0.0	2013-08-23 18:51:31+00:00	2013-08-23 18:51:31+00:00	1.0	NaN	comment	none	none	none	2013	2013-08-23	Aug	23	18

	video_id	comment_etag	comment_id	text	username	author_ch_id	nlikes	p_dtime	u_dtime	nreplies	moderation_status	comment_reply	parent_id	author_ch_url	author_profile_image	year	date	month	dayofmonth	hour
162	VPUUrdgxIa8	lD2ER_p_Yoz01X67kGnxIoV6MKE	UgzHBtjBQC_mDMMciWh4AaABAg	he doesnt deserve miley cyrus that australian ...	brysonbrwn91	UCJlswOTmpnXFoU15p0Z8sJQ	0.0	2013-08-13 23:10:38+00:00	2013-08-13 23:10:38+00:00	0.0	NaN	comment	none	none	none	2013	2013-08-13	Aug	13	23
367	EYo38Ffrzxk	j2lxzgRc_C5WGsdsE6EZtXY2pak	Ugx2-K3uDRp1niNrnZR4AaABAg	do you believe white children deserve a homel...	Jimmy Straw	UCKSLq0MvyV-ohALHGzQaISA	0.0	2013-09-15 16:04:57+00:00	2013-09-15 16:04:57+00:00	0.0	NaN	comment	none	none	none	2013	2013-09-15	Sep	15	16

	video_id	comment_etag	comment_id	text	username	author_ch_id	nlikes	p_dtime	u_dtime	nreplies	moderation_status	comment_reply	parent_id	author_ch_url	author_profile_image	year	date	month	dayofmonth	hour
0	VPUUrdgxIa8	N0IcnfXWAATmNc7PATmVsXq5-58	UgycOQe20TUYIOyB5zR4AaABAg	whoa hold on there buddy are you saying that p...	lowdownshakinchill	UCCOdIP_feMgW00kp1fiE8fg	0.0	2013-09-01 18:55:13+00:00	2013-09-01 18:55:13+00:00	0.0	NaN	comment	none	none	none	2013	2013-09-01	Sep	1	18
1	VPUUrdgxIa8	qorqkViON0Ig3VMl0EmlAvX5H3E	UgztIGiBkAiBgyO03rR4AaABAg	it was part of an idiotic series of comments w...	jsssm	UCv0UUMS3TZgn68PnWDWAVpw	0.0	2013-08-15 22:56:15+00:00	2013-08-15 22:56:15+00:00	0.0	NaN	comment	none	none	none	2013	2013-08-15	Aug	15	22

	video_id	comment_etag	comment_id	text	username	author_ch_id	nlikes	p_dtime	u_dtime	nreplies	moderation_status	comment_reply	parent_id	author_ch_url	author_profile_image	year	date	month	dayofmonth	hour
1700	NRlp5njBZyw	lN_sY5UexLfnmvfeCGUwWJ-yGCc	UghRoax9kwxbA3gCoAEC	mr4:3 and 1440p strike again getting real tire...	PaperManga	UCZOawtPKJPig3HfwGWVzeRw	0.0	2014-02-23 11:50:01+00:00	2014-02-23 11:50:01+00:00	0.0	likelySpam	comment	none	none	none	2014	2014-02-23	Feb	23	11
3898	Y4Xh2KBI4I0	dTzx5tbiBn6_QIvdti-xAe7bKIo	UghfIXDT_Ut1C3gCoAEC	these are some god acting skills!!!	id104335409	UCptxRTUw5NZx7gtrIlbYZYw	1.0	2016-04-18 09:46:24+00:00	2016-04-18 09:46:24+00:00	0.0	likelySpam	comment	none	none	none	2016	2016-04-18	Apr	18	9

	video_id	comment_etag	comment_id	text	username	author_ch_id	nlikes	p_dtime	u_dtime	nreplies	moderation_status	comment_reply	parent_id	author_ch_url	author_profile_image	year	date	month	dayofmonth	hour
2031	MZGyGk0xBlw	cz-SMsQ5YsMXCcFcofJ-_UQK_j0	UgybCR6PJSFIo6r2SoB4AaABAg	she chose jail? talk about cut of your nose to...	Tennille Sinclair	UCtKqWUdvuCILr3ztDYBMqMw	0.0	2013-01-20 06:09:50+00:00	2013-01-20 06:09:50+00:00	0.0	NaN	comment	none	none	none	2013	2013-01-20	Jan	20	6
4350	ytIfSuy_mOA	nINkcugZNvHUeUwYFyBb5LlbYw0	Ugz5XLZu8khN6WD96fN4AaABAg	transplanted niggas from africa to jamaica hap...	Yoli Goodi	UCLXEPLpoMh3-YCiS950bxFw	0.0	2013-05-18 17:16:57+00:00	2013-05-18 17:16:57+00:00	0.0	NaN	comment	none	none	none	2013	2013-05-18	May	18	17

	username	ncomments	nreplies	nlikes
38416	Lotta	79	0.0	35.0
15110	Damn ...	62	0.0	17.0
60894	The Amber Heard Playlist!!	61	29.0	3.0
11440	Carmen Castro	59	18.0	750.0
32672	June Harris	52	14.0	407.0
40632	Marianne Erni	47	5.0	118.0
83538	ل´ ل´‡ل´„ل´›ل´ڈت€ل´‡ل´…ل´›تœةھل´„ x	44	10.0	879.0
22502	Frost_Daghers	43	0.0	10.0
53470	Rose B	42	6.0	60.0
68745	aria tatality	40	1.0	0.0
67767	Zhong Xina	38	1.0	2219.0
48381	Ov3r tube	38	0.0	210.0
67032	Yolie Remeza	36	6.0	151.0
6398	Ashely Holmes	36	9.0	35.0
48400	Overtube	35	3.0	640.0

	date	username	ncomments	nlikes	nreplies
63185	2020-12-29	Damn ...	62	17.0	0.0
33284	2020-12-25	Frost_Daghers	43	10.0	0.0
700	2019-02-05	Lotta	40	10.0	0.0
74290	2021-01-01	aria tatality	40	0.0	1.0
59367	2020-12-28	Ov3r tube	38	210.0	0.0
75935	2021-01-02	ل´ ل´‡ل´„ل´›ل´ڈت€ل´‡ل´…ل´›تœةھل´„ x	36	27.0	2.0
90879	2021-09-09	Ashely Holmes	36	35.0	9.0
29892	2020-12-24	Randale H1	35	9.0	0.0
61745	2020-12-28	you good?	35	12.0	0.0
65564	2020-12-29	Sweet Succulent Euphoria	35	981.0	0.0
31108	2020-12-24	Zhong Xina	35	1582.0	0.0
21799	2020-12-23	Kabir Mishra	33	0.0	0.0
82337	2021-02-13	My thoughts	33	232.0	4.0
72305	2020-12-31	Sophia Cabaأ±ez	32	9.0	0.0
50732	2020-12-27	Overtube	31	533.0	1.0

	date	ncomments	nlikes	nreplies
907	2020-12-27	12027	170323.0	534.0
906	2020-12-26	8836	167379.0	492.0
903	2020-12-23	7439	226062.0	1036.0
908	2020-12-28	7245	85634.0	329.0
904	2020-12-24	6786	229787.0	823.0
909	2020-12-29	5156	82621.0	426.0
910	2020-12-30	3909	69473.0	154.0
905	2020-12-25	3585	83649.0	306.0
911	2020-12-31	2259	42299.0	242.0
912	2021-01-01	1918	35567.0	244.0
902	2020-12-22	1410	69467.0	266.0
913	2021-01-02	1407	21486.0	63.0
914	2021-01-03	772	13221.0	88.0
580	2020-02-04	725	24651.0	528.0
915	2021-01-04	672	11931.0	126.0

	text	date	ncomments	nreplies	nlikes
1641232	they won't believe you because you are a man s...	2020-12-27	9186	342.0	158057.0
1641231	they won't believe you because you are a man s...	2020-12-26	6427	436.0	157038.0
1641233	they won't believe you because you are a man s...	2020-12-28	5543	225.0	73411.0
1641228	they won't believe you because you are a man s...	2020-12-23	4289	782.0	186334.0
1641229	they won't believe you because you are a man s...	2020-12-24	4153	751.0	215231.0
1641234	they won't believe you because you are a man s...	2020-12-29	3284	211.0	60705.0
1641235	they won't believe you because you are a man s...	2020-12-30	2147	78.0	49861.0
1641230	they won't believe you because you are a man s...	2020-12-25	2060	214.0	68704.0
1639882	they won't believe you because you are a man a...	2020-12-22	1738	191.0	65013.0
1641236	they won't believe you because you are a man s...	2020-12-31	1162	186.0	36303.0
1641237	they won't believe you because you are a man s...	2021-01-01	895	136.0	25080.0
1641238	they won't believe you because you are a man s...	2021-01-02	798	31.0	18210.0
1640216	they won't believe you because you are a man a...	2020-12-22	594	178.0	48796.0
1640217	they won't believe you because you are a man a...	2020-12-23	511	30.0	15042.0
1641239	they won't believe you because you are a man s...	2021-01-03	403	57.0	10574.0
1641240	they won't believe you because you are a man s...	2021-01-04	383	111.0	10631.0
1641241	they won't believe you because you are a man s...	2021-01-05	346	7.0	7609.0
1644678	they won't believe you because your a man she ...	2020-12-30	266	34.0	11369.0
1646192	they wont believe you because you are a man am...	2020-12-22	264	42.0	9793.0
1639508	they won't believe you because you are a man	2020-12-23	260	1.0	64.0
1644677	they won't believe you because your a man she ...	2020-12-29	259	53.0	15161.0
1643059	they won't believe you because you are a man s...	2020-12-27	256	3.0	750.0
1044277	justice for johnny	2020-12-22	255	0.0	70.0
1552926	that's crazy	2021-03-03	246	11.0	42.0
1643056	they won't believe you because you are a man s...	2020-12-24	239	7.0	4096.0
1641242	they won't believe you because you are a man s...	2021-01-06	226	12.0	6028.0
1639883	they won't believe you because you are a man a...	2020-12-23	213	0.0	326.0
1646347	they wont believe you because you are a man sh...	2020-12-27	210	0.0	441.0
520858	execute order 66	2020-12-22	209	8.0	120.0
1643058	they won't believe you because you are a man s...	2020-12-26	200	6.0	777.0
1646346	they wont believe you because you are a man sh...	2020-12-26	198	3.0	814.0
1552916	that's crazy	2021-02-21	186	2.0	2.0
1644583	they won't believe you because your a man ambe...	2020-12-22	173	19.0	4299.0
6951	#justicefordepp	2020-11-08	171	5.0	841.0
1401859	she is not a victim	2020-12-24	165	0.0	56.0
1641243	they won't believe you because you are a man s...	2021-01-07	165	18.0	2309.0
1643055	they won't believe you because you are a man s...	2020-12-23	158	2.0	2263.0
1639507	they won't believe you because you are a man	2020-12-22	157	4.0	1185.0
1641244	they won't believe you because you are a man s...	2021-01-08	154	43.0	6659.0
578111	good soldiers follow orders	2020-12-26	151	9.0	74.0
1641249	they won't believe you because you are a man s...	2021-01-13	149	36.0	12261.0
7437	#justiceforjohnny	2020-12-22	144	6.0	469.0
1642737	they won't believe you because you are a man s...	2020-12-27	143	0.0	128.0
1044278	justice for johnny	2020-12-23	141	0.0	39.0
1642736	they won't believe you because you are a man s...	2020-12-26	139	0.0	496.0
1401858	she is not a victim	2020-12-23	137	0.0	29.0
1552928	that's crazy	2021-03-05	137	9.0	19.0
1552933	that's crazy	2021-03-10	137	4.0	29.0
1639509	they won't believe you because you are a man	2020-12-24	136	0.0	30.0
1963694	your lies have been revealed to us you are not...	2021-01-01	127	3.0	16.0
1552934	that's crazy	2021-03-11	126	20.0	17.0
8456	#justiceforjohnnydepp	2020-12-24	123	0.0	73.0
1876342	wow	2020-10-24	122	1.0	24.0
1552927	that's crazy	2021-03-04	122	4.0	2.0
7438	#justiceforjohnny	2020-12-23	121	1.0	24.0
1646348	they wont believe you because you are a man sh...	2020-12-28	121	2.0	1132.0
1866957	woah what	2021-01-26	120	5.0	33.0
1866958	woah what	2021-01-27	117	5.0	4.0
1552954	that's crazy	2021-03-31	117	9.0	5.0
1552908	that's crazy	2021-02-13	116	9.0	3.0

Social Network Analysis - Amber Heard Case - YouTube¶

Table of Contents¶

Introduction¶

Exploratory Data Analysis¶

Exploring Likely Spam Comments¶

Primary Text Investigation¶

Exploring Threat Comments¶

A Heat Map for the Threat Comments¶

Threat Comments Peak Dates¶

Exploring Negative Comments¶

Negative Comments¶

Negative Comments¶

Likely-Spam Negative Comments¶

Negative Likely-Spam Comments Peak Dates¶

A Heat Map for the Negative Comments¶

Negative Comments Peak Dates¶

Contains "Victim"¶

A Heat Map for the Comments Containing "Victim"¶

Top Users with Comments Containing "victim" keyword¶

"victim" Users Contributions on Each Date¶

"victim" Peak Dates¶

More Investigations on Top Users Commented with "victim" Keyword¶

Negative Comments Without "Victim"¶

Most Repeated Comments¶

Same Text Same Date¶

Primary Text Investigation¶

Contains Amber¶

Contains Johnny¶

Contains F*ck¶

Contains B*tch¶

Contains Abuser¶

Contains Liar¶

Contains Crazy¶

Contains Disgusting¶

Contains Jail¶

Conclusions¶

END OF NOTEBOOK¶

END OF NOTEBOOK ¶